Hugging Face's logo

jkulhanek
/
nerfbaselines

Model card Files Community
jkulhanek commited on
Commit
1f77fc6
•
1 Parent(s): f84852e

Update results v1 release

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. gaussian-opacity-fields/blender/chair.json +198 -0
  2. gaussian-splatting/blender/chair.ksplat → gaussian-opacity-fields/blender/chair.zip +2 -2
  3. gaussian-opacity-fields/blender/chair.zip.sha +1 -0
  4. gaussian-opacity-fields/blender/drums.json +198 -0
  5. gaussian-splatting/blender/drums.ksplat → gaussian-opacity-fields/blender/drums.zip +2 -2
  6. gaussian-opacity-fields/blender/drums.zip.sha +1 -0
  7. gaussian-opacity-fields/blender/ficus.json +198 -0
  8. gaussian-splatting/blender/ficus.ksplat → gaussian-opacity-fields/blender/ficus.zip +2 -2
  9. gaussian-opacity-fields/blender/ficus.zip.sha +1 -0
  10. gaussian-opacity-fields/blender/hotdog.json +198 -0
  11. gaussian-splatting/blender/hotdog.ksplat → gaussian-opacity-fields/blender/hotdog.zip +2 -2
  12. gaussian-opacity-fields/blender/hotdog.zip.sha +1 -0
  13. gaussian-opacity-fields/blender/lego.json +198 -0
  14. gaussian-opacity-fields/blender/lego.zip +3 -0
  15. gaussian-opacity-fields/blender/lego.zip.sha +1 -0
  16. gaussian-opacity-fields/blender/materials.json +198 -0
  17. gaussian-opacity-fields/blender/materials.zip +3 -0
  18. gaussian-opacity-fields/blender/materials.zip.sha +1 -0
  19. gaussian-opacity-fields/blender/mic.json +198 -0
  20. gaussian-opacity-fields/blender/mic.zip +3 -0
  21. gaussian-opacity-fields/blender/mic.zip.sha +1 -0
  22. gaussian-opacity-fields/blender/ship.json +198 -0
  23. gaussian-opacity-fields/blender/ship.zip +3 -0
  24. gaussian-opacity-fields/blender/ship.zip.sha +1 -0
  25. gaussian-opacity-fields/mipnerf360/bicycle.json +148 -51
  26. gaussian-opacity-fields/mipnerf360/bicycle.zip +2 -2
  27. gaussian-opacity-fields/mipnerf360/bicycle.zip.sha +1 -0
  28. gaussian-opacity-fields/mipnerf360/bonsai.json +148 -51
  29. gaussian-opacity-fields/mipnerf360/bonsai.zip +2 -2
  30. gaussian-opacity-fields/mipnerf360/bonsai.zip.sha +1 -0
  31. gaussian-opacity-fields/mipnerf360/counter.json +146 -49
  32. gaussian-opacity-fields/mipnerf360/counter.zip +2 -2
  33. gaussian-opacity-fields/mipnerf360/counter.zip.sha +1 -0
  34. gaussian-opacity-fields/mipnerf360/flowers.json +148 -51
  35. gaussian-opacity-fields/mipnerf360/flowers.zip +2 -2
  36. gaussian-opacity-fields/mipnerf360/flowers.zip.sha +1 -0
  37. gaussian-opacity-fields/mipnerf360/garden.json +148 -51
  38. gaussian-opacity-fields/mipnerf360/garden.zip +2 -2
  39. gaussian-opacity-fields/mipnerf360/garden.zip.sha +1 -0
  40. gaussian-opacity-fields/mipnerf360/kitchen.json +148 -51
  41. gaussian-opacity-fields/mipnerf360/kitchen.zip +2 -2
  42. gaussian-opacity-fields/mipnerf360/kitchen.zip.sha +1 -0
  43. gaussian-opacity-fields/mipnerf360/room.json +148 -51
  44. gaussian-opacity-fields/mipnerf360/room.zip +2 -2
  45. gaussian-opacity-fields/mipnerf360/room.zip.sha +1 -0
  46. gaussian-opacity-fields/mipnerf360/stump.json +148 -51
  47. gaussian-opacity-fields/mipnerf360/stump.zip +2 -2
  48. gaussian-opacity-fields/mipnerf360/stump.zip.sha +1 -0
  49. gaussian-opacity-fields/mipnerf360/treehill.json +148 -51
  50. gaussian-opacity-fields/mipnerf360/treehill.zip +2 -2
gaussian-opacity-fields/blender/chair.json ADDED
@@ -0,0 +1,198 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "render_datetime": "2024-06-19T16:29:30",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "blender",
6
+ "scene": "chair",
7
+ "color_space": "srgb",
8
+ "type": "object-centric",
9
+ "evaluation_protocol": "nerf",
10
+ "expected_scene_scale": 4,
11
+ "viewer_transform": [
12
+ [
13
+ 0.015239999629557133,
14
+ -0.24201999604701996,
15
+ 0.013079999946057796,
16
+ -0.0
17
+ ],
18
+ [
19
+ 0.24236999452114105,
20
+ 0.015259999781847,
21
+ -0.0,
22
+ 0.0
23
+ ],
24
+ [
25
+ -0.0008200000156648457,
26
+ 0.013050000183284283,
27
+ 0.24250000715255737,
28
+ 0.0
29
+ ],
30
+ [
31
+ 0.0,
32
+ 0.0,
33
+ 0.0,
34
+ 1.0
35
+ ]
36
+ ],
37
+ "viewer_initial_pose": [
38
+ [
39
+ -0.06274999678134918,
40
+ -0.7681699991226196,
41
+ 0.6371700167655945,
42
+ -0.623769998550415
43
+ ],
44
+ [
45
+ -0.9980199933052063,
46
+ 0.04613000154495239,
47
+ -0.04267000034451485,
48
+ 0.041770000010728836
49
+ ],
50
+ [
51
+ 0.003379999892786145,
52
+ -0.6385800242424011,
53
+ -0.769540011882782,
54
+ 0.7533699870109558
55
+ ]
56
+ ],
57
+ "background_color": [
58
+ 255,
59
+ 255,
60
+ 255
61
+ ]
62
+ },
63
+ "nb_info": {
64
+ "method": "gaussian-opacity-fields",
65
+ "num_iterations": 30000,
66
+ "total_train_time": 885.67061,
67
+ "resources_utilization": {
68
+ "memory": 3813,
69
+ "gpu_memory": 2858,
70
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
71
+ },
72
+ "datetime": "2024-06-05T17:00:09+0200",
73
+ "config_overrides": {
74
+ "white_background": true
75
+ },
76
+ "dataset_metadata": {
77
+ "name": "blender",
78
+ "scene": "chair",
79
+ "color_space": "srgb",
80
+ "type": "object-centric",
81
+ "evaluation_protocol": "nerf",
82
+ "expected_scene_scale": 4,
83
+ "viewer_transform": [
84
+ [
85
+ 0.06729000061750412,
86
+ 0.22844000160694122,
87
+ -0.009800000116229057,
88
+ -0.0
89
+ ],
90
+ [
91
+ -0.2282000035047531,
92
+ 0.06645999848842621,
93
+ -0.01775999926030636,
94
+ 0.0
95
+ ],
96
+ [
97
+ -0.014290000312030315,
98
+ 0.014399999752640724,
99
+ 0.23747999966144562,
100
+ 0.0
101
+ ],
102
+ [
103
+ 0.0,
104
+ 0.0,
105
+ 0.0,
106
+ 1.0
107
+ ]
108
+ ],
109
+ "viewer_initial_pose": [
110
+ [
111
+ -0.6252999901771545,
112
+ 0.5922300219535828,
113
+ -0.5081999897956848,
114
+ 0.4882799983024597
115
+ ],
116
+ [
117
+ 0.7797099947929382,
118
+ 0.5012400150299072,
119
+ -0.3752500116825104,
120
+ 0.3605400025844574
121
+ ],
122
+ [
123
+ 0.032499998807907104,
124
+ -0.6308900117874146,
125
+ -0.775189995765686,
126
+ 0.7447900176048279
127
+ ]
128
+ ],
129
+ "background_color": [
130
+ 255,
131
+ 255,
132
+ 255
133
+ ]
134
+ },
135
+ "evaluation_protocol": "nerf",
136
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
137
+ "hparams": {
138
+ "sh_degree": 3,
139
+ "white_background": true,
140
+ "kernel_size": 0.0,
141
+ "ray_jitter": false,
142
+ "resample_gt_image": false,
143
+ "load_allres": false,
144
+ "sample_more_highres": false,
145
+ "use_decoupled_appearance": false,
146
+ "scale_coords": null,
147
+ "iterations": 30000,
148
+ "position_lr_init": 0.00016,
149
+ "position_lr_final": 1.6e-06,
150
+ "position_lr_delay_mult": 0.01,
151
+ "position_lr_max_steps": 30000,
152
+ "feature_lr": 0.0025,
153
+ "opacity_lr": 0.05,
154
+ "scaling_lr": 0.005,
155
+ "rotation_lr": 0.001,
156
+ "appearance_embeddings_lr": 0.001,
157
+ "appearance_network_lr": 0.001,
158
+ "percent_dense": 0.01,
159
+ "lambda_dssim": 0.2,
160
+ "lambda_distortion": 100,
161
+ "lambda_depth_normal": 0.05,
162
+ "distortion_from_iter": 15000,
163
+ "depth_normal_from_iter": 15000,
164
+ "densification_interval": 100,
165
+ "opacity_reset_interval": 3000,
166
+ "densify_from_iter": 500,
167
+ "densify_until_iter": 15000,
168
+ "densify_grad_threshold": 0.0002,
169
+ "convert_SHs_python": false,
170
+ "compute_cov3D_python": false,
171
+ "compute_view2gaussian_python": false,
172
+ "debug": false
173
+ },
174
+ "checkpoint_sha256": "bb39c27b234c700d66955a010dd8faa1063a095014472e0e574c3fce0cd7f7da"
175
+ },
176
+ "evaluate_datetime": "2024-06-19T16:31:40",
177
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
178
+ "metrics": {
179
+ "psnr": 36.28431,
180
+ "ssim": 0.9882,
181
+ "mae": 0.0045,
182
+ "mse": 0.00025,
183
+ "lpips": 0.00847,
184
+ "lpips_vgg": 0.01674
185
+ },
186
+ "metrics_raw": {
187
+ "psnr": "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",
188
+ "ssim": "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",
189
+ "mae": "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",
190
+ "mse": "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",
191
+ "lpips": "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",
192
+ "lpips_vgg": "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"
193
+ },
194
+ "metrics_sha256": "0ac593eda7dcc4062dd763551a4445d758fce74d1aac3c96cd5ae78bd38283a7",
195
+ "predictions_sha256": "92087a69a59f7257e47a1b921259db0a7a0e0f1f909fdf2c6bb9b3c8fdccfcd2",
196
+ "ground_truth_sha256": "8221c00363e272e31473ba63f408f6e71bb0507f0b3edcfb3ce7dbecc5c6f4e2",
197
+ "evaluation_protocol": "nerf"
198
+ }
gaussian-splatting/blender/chair.ksplat → gaussian-opacity-fields/blender/chair.zip RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0828f2cf9a74ec503b1bed342e2d5244a72acdaeb1bb07169bcee50fe9a8f281
3
- size 11141120
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:005af33ee98f63c0170b53e75181b723d1ed579f89e22d445af0c38a30fffcee
3
+ size 517951434
gaussian-opacity-fields/blender/chair.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ 005af33ee98f63c0170b53e75181b723d1ed579f89e22d445af0c38a30fffcee
gaussian-opacity-fields/blender/drums.json ADDED
@@ -0,0 +1,198 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "render_datetime": "2024-06-19T16:32:17",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "blender",
6
+ "scene": "drums",
7
+ "color_space": "srgb",
8
+ "type": "object-centric",
9
+ "evaluation_protocol": "nerf",
10
+ "expected_scene_scale": 4,
11
+ "viewer_transform": [
12
+ [
13
+ 0.015239999629557133,
14
+ -0.24201999604701996,
15
+ 0.013079999946057796,
16
+ -0.0
17
+ ],
18
+ [
19
+ 0.24236999452114105,
20
+ 0.015259999781847,
21
+ -0.0,
22
+ 0.0
23
+ ],
24
+ [
25
+ -0.0008200000156648457,
26
+ 0.013050000183284283,
27
+ 0.24250000715255737,
28
+ -0.0
29
+ ],
30
+ [
31
+ 0.0,
32
+ 0.0,
33
+ 0.0,
34
+ 1.0
35
+ ]
36
+ ],
37
+ "viewer_initial_pose": [
38
+ [
39
+ -0.06274999678134918,
40
+ -0.7681699991226196,
41
+ 0.6371700167655945,
42
+ -0.623769998550415
43
+ ],
44
+ [
45
+ -0.9980199933052063,
46
+ 0.04613000154495239,
47
+ -0.04267000034451485,
48
+ 0.041770000010728836
49
+ ],
50
+ [
51
+ 0.003379999892786145,
52
+ -0.6385800242424011,
53
+ -0.769540011882782,
54
+ 0.7533699870109558
55
+ ]
56
+ ],
57
+ "background_color": [
58
+ 255,
59
+ 255,
60
+ 255
61
+ ]
62
+ },
63
+ "nb_info": {
64
+ "method": "gaussian-opacity-fields",
65
+ "num_iterations": 30000,
66
+ "total_train_time": 1069.64662,
67
+ "resources_utilization": {
68
+ "memory": 3850,
69
+ "gpu_memory": 2904,
70
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
71
+ },
72
+ "datetime": "2024-06-05T17:03:11+0200",
73
+ "config_overrides": {
74
+ "white_background": true
75
+ },
76
+ "dataset_metadata": {
77
+ "name": "blender",
78
+ "scene": "drums",
79
+ "color_space": "srgb",
80
+ "type": "object-centric",
81
+ "evaluation_protocol": "nerf",
82
+ "expected_scene_scale": 4,
83
+ "viewer_transform": [
84
+ [
85
+ 0.23377999663352966,
86
+ 0.041760001331567764,
87
+ -0.005100000184029341,
88
+ 0.0
89
+ ],
90
+ [
91
+ -0.04190000146627426,
92
+ 0.23371000587940216,
93
+ -0.006769999861717224,
94
+ 0.0
95
+ ],
96
+ [
97
+ 0.0038300000596791506,
98
+ 0.0075599998235702515,
99
+ 0.2373799979686737,
100
+ 0.0
101
+ ],
102
+ [
103
+ 0.0,
104
+ 0.0,
105
+ 0.0,
106
+ 1.0
107
+ ]
108
+ ],
109
+ "viewer_initial_pose": [
110
+ [
111
+ 0.04675000160932541,
112
+ -0.851639986038208,
113
+ 0.5220299959182739,
114
+ -0.4998700022697449
115
+ ],
116
+ [
117
+ -0.9985299706459045,
118
+ -0.025469999760389328,
119
+ 0.04788000136613846,
120
+ -0.04583999887108803
121
+ ],
122
+ [
123
+ -0.027480000630021095,
124
+ -0.5235000252723694,
125
+ -0.851580023765564,
126
+ 0.8154199719429016
127
+ ]
128
+ ],
129
+ "background_color": [
130
+ 255,
131
+ 255,
132
+ 255
133
+ ]
134
+ },
135
+ "evaluation_protocol": "nerf",
136
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
137
+ "hparams": {
138
+ "sh_degree": 3,
139
+ "white_background": true,
140
+ "kernel_size": 0.0,
141
+ "ray_jitter": false,
142
+ "resample_gt_image": false,
143
+ "load_allres": false,
144
+ "sample_more_highres": false,
145
+ "use_decoupled_appearance": false,
146
+ "scale_coords": null,
147
+ "iterations": 30000,
148
+ "position_lr_init": 0.00016,
149
+ "position_lr_final": 1.6e-06,
150
+ "position_lr_delay_mult": 0.01,
151
+ "position_lr_max_steps": 30000,
152
+ "feature_lr": 0.0025,
153
+ "opacity_lr": 0.05,
154
+ "scaling_lr": 0.005,
155
+ "rotation_lr": 0.001,
156
+ "appearance_embeddings_lr": 0.001,
157
+ "appearance_network_lr": 0.001,
158
+ "percent_dense": 0.01,
159
+ "lambda_dssim": 0.2,
160
+ "lambda_distortion": 100,
161
+ "lambda_depth_normal": 0.05,
162
+ "distortion_from_iter": 15000,
163
+ "depth_normal_from_iter": 15000,
164
+ "densification_interval": 100,
165
+ "opacity_reset_interval": 3000,
166
+ "densify_from_iter": 500,
167
+ "densify_until_iter": 15000,
168
+ "densify_grad_threshold": 0.0002,
169
+ "convert_SHs_python": false,
170
+ "compute_cov3D_python": false,
171
+ "compute_view2gaussian_python": false,
172
+ "debug": false
173
+ },
174
+ "checkpoint_sha256": "846be4ed775ce25bd222e71c3361d80d403291352d285d2b357aa01c5f8bda22"
175
+ },
176
+ "evaluate_datetime": "2024-06-19T16:34:32",
177
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
178
+ "metrics": {
179
+ "psnr": 26.17454,
180
+ "ssim": 0.95457,
181
+ "mae": 0.01361,
182
+ "mse": 0.00264,
183
+ "lpips": 0.04023,
184
+ "lpips_vgg": 0.04529
185
+ },
186
+ "metrics_raw": {
187
+ "psnr": "KIzmQTrO5UFzeN1B7x7EQT6TxEHfi8VBSSPKQefw0EHZHdtBrfHXQZl/00E2wdZBigPXQfam30F39dJB+PrTQWzU0UF+ctFB1TjXQUw32EF+GM1BGGPFQUtTwUFcasBBCkDhQajsvkHY5cFBjHLFQSB2yEHuatJB/cDhQfMNAEIvYudBDiffQSd620FgT+RBvRzgQVwv2EGYqt9B6GjkQfod4kGvOtpBLtXTQZ9VyEEigMJBOwG/Qbyo50HlX75BMJ3BQdwGxkFAyMlBhlrSQQl/0UGV8sJBFuq7QXO1uEF0wrdB5lHoQQYwtkFId7ZB0U23QVJRuEERD7tBo3m/QTz9wUESE8VB5XDIQcZyzEHjIeVB5PHMQZ8uyUH0mMNB5B3CQUotwkFPSMNBu1zEQXU4xUHzRcZBGQTIQfCe20Fl1slBYpvNQbu30kEBRtVBMDDVQVXh00HYHdBBUO3MQRCyy0GXpsxBo0TSQYGb0kHo2tdByCzbQYAZ3kH4LeFBMADmQQbG60FcgvBBUEfwQfJ97UG6+8tBdPHrQccl6UGSGepBVRfsQQ/p7kGIIu1B91btQUqA60F3ZupBYyzoQUHr5UELHcRBme7CQTwHw0FQas1B7hnSQQm31UEHn9dBrzDUQZ0g00FcvNRBkYnkQcp91kEuvdZBTijWQQeF1kE1TdhBDlnZQWbc2kF/4t5BwFziQcCn4kEL2+JBclThQYKQ30EnDOFBCKLlQdRB5UE6+NxBUvfTQf1pxUHgd7tBesy3QdL91kEXebZBr3a2QWw3uEEJQrpBUgy+QXC4w0FdHctB2ajTQcfV2kFIXOBBi0HJQeu63EH1WthBs4LOQd4Ry0GJ5c1BTDnWQaDp4UF8pttB+lDUQTI40UEAksdBRerKQTs0x0E85sRB0N7DQYaGxUE9jcdBUInOQQ6610FS+N5BQS/ZQfBY0UHy2NBBxNXLQTNwxUH4R8NBckTCQS6yxEEf+sdBlubDQZywwUFxIsBBPhrZQUBuvkFU5sBBnhjDQRLmxUFYfMdBenzFQZdYxUFiM8ZB+tXDQYdLxEE=",
188
+ "ssim": "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",
189
+ "mae": "BrwlPNVLKTzIc0o8qVOGPDzEgzzlhH883xBmPL+TTTztuys83DYvPGGNPjxtHD08/3Y6PLkAQzyAZ0A8b087PE7iQDyYBUA871AnPEUiGTwSpjo8TDdbPOA+bjwnFnA8MPU8PMcqcTyxP2U8NAxWPEzARzxyoSc8cHEDPB6bsDssG/o78iwRPAiFFzygNjI82RkPPDn8HzzOYBQ8KpYPPDm/GzwzcTY8HxxSPJjTezwjLIw8fOKUPPCeJTxVuJM8HPSMPFrZgDxnu3Q8Y1lePCqvcjzyFaE8REi2PNNFvzzGqLw8dO0fPBMZvzzeEr88oj+8POdhszzVAao8e9OdPDwPlzyDRY085t+CPCz4djw4aSA8+dN1PBJ5gTwd6I08d2KQPMP+jTwk64g8UISEPP9EgDyt5no8R35yPGoRPTz/sWs8D7ZbPPf4STzBXEM8B81APPxkQjw1b1Y8QtJdPDNYYTw/F108XENbPPR6SzzwHUE8CG07PKsyNTz+6Cw8QckfPG68EDwa8AM8XS8EPJtpCjxmPHE8Xk0FPELdCTw0pwc8UnAFPIDkADwxEQU8Zz4HPLT+Czxf0A88VkMhPAPYKjwBZYQ8E1mCPAqvgjzipGo8OJJZPLxCTzyo+0c8fIZSPK02VjxFylw8ycMuPKhSVTyXSFE84nZPPJPoUzwIrUg8zFxDPHTNQDwkUTY8hEAuPD34MDxRHTU8pWE4PIPAPDyo3Tc8VMgrPKYjLTxqmUY8EHhpPN15mDw3YrI855G9PKRmTDyFHL88zhK/PHCkuTyo/608aYKhPNBEjzzpTnk8/cxTPDbmNzzynSM81ltxPAgvJTxhTTU8b1JYPEZ/aDzOo1s8Syk8PCFHGzwu8iY8D244PCaDQTzebXk8ghdVPGVdYzyZ3GU8dadrPEMibTym2W08wJ5YPLv7RDwgSTE8QJBCPOFDYjyfq1c8rzxpPDZ5gDwD04U8U7GIPLedgjy1xHQ8DHGEPA4VijzmV448MHxSPLtIlDzkwY88feCJPOGahDyS+YI8DJGEPAycgzzgkYI8q06DPKtwgzw=",
190
+ "mse": "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",
191
+ "lpips": "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",
192
+ "lpips_vgg": "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"
193
+ },
194
+ "metrics_sha256": "60240003457205d21f23f93799928783f8de7d03d2e41b1c3ae8c1d50324e1cc",
195
+ "predictions_sha256": "be5f13fa5ba044942e88f1b9b2ffcec2b6c497fef3407e151fdf4a606431de29",
196
+ "ground_truth_sha256": "3cdf260fe025b35d4ddc19b08aae2853be04aa28caa11a5af613e398a4a34fb5",
197
+ "evaluation_protocol": "nerf"
198
+ }
gaussian-splatting/blender/drums.ksplat → gaussian-opacity-fields/blender/drums.zip RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:07e98110edc82dd26cea1a79d67d94109b5a95ceee401ecc62bf92e95b590a5c
3
- size 14430208
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b24702c4288a6d3ff813ff965197c0a1783a6c98f3c15173d0675bb1f94b7959
3
+ size 595789039
gaussian-opacity-fields/blender/drums.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ b24702c4288a6d3ff813ff965197c0a1783a6c98f3c15173d0675bb1f94b7959
gaussian-opacity-fields/blender/ficus.json ADDED
@@ -0,0 +1,198 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "render_datetime": "2024-06-19T16:35:03",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "blender",
6
+ "scene": "ficus",
7
+ "color_space": "srgb",
8
+ "type": "object-centric",
9
+ "evaluation_protocol": "nerf",
10
+ "expected_scene_scale": 4,
11
+ "viewer_transform": [
12
+ [
13
+ 0.015239999629557133,
14
+ -0.24201999604701996,
15
+ 0.013079999946057796,
16
+ -0.0
17
+ ],
18
+ [
19
+ 0.24236999452114105,
20
+ 0.015259999781847,
21
+ -0.0,
22
+ 0.0
23
+ ],
24
+ [
25
+ -0.0008200000156648457,
26
+ 0.013050000183284283,
27
+ 0.24250000715255737,
28
+ -0.0
29
+ ],
30
+ [
31
+ 0.0,
32
+ 0.0,
33
+ 0.0,
34
+ 1.0
35
+ ]
36
+ ],
37
+ "viewer_initial_pose": [
38
+ [
39
+ -0.06274999678134918,
40
+ -0.7681699991226196,
41
+ 0.6371700167655945,
42
+ -0.623769998550415
43
+ ],
44
+ [
45
+ -0.9980199933052063,
46
+ 0.04613000154495239,
47
+ -0.04267000034451485,
48
+ 0.041770000010728836
49
+ ],
50
+ [
51
+ 0.003379999892786145,
52
+ -0.6385800242424011,
53
+ -0.769540011882782,
54
+ 0.7533699870109558
55
+ ]
56
+ ],
57
+ "background_color": [
58
+ 255,
59
+ 255,
60
+ 255
61
+ ]
62
+ },
63
+ "nb_info": {
64
+ "method": "gaussian-opacity-fields",
65
+ "num_iterations": 30000,
66
+ "total_train_time": 669.99587,
67
+ "resources_utilization": {
68
+ "memory": 3818,
69
+ "gpu_memory": 2772,
70
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
71
+ },
72
+ "datetime": "2024-06-05T16:56:17+0200",
73
+ "config_overrides": {
74
+ "white_background": true
75
+ },
76
+ "dataset_metadata": {
77
+ "name": "blender",
78
+ "scene": "ficus",
79
+ "color_space": "srgb",
80
+ "type": "object-centric",
81
+ "evaluation_protocol": "nerf",
82
+ "expected_scene_scale": 4,
83
+ "viewer_transform": [
84
+ [
85
+ 0.1057099997997284,
86
+ 0.21157999336719513,
87
+ 0.03319000080227852,
88
+ -0.0
89
+ ],
90
+ [
91
+ -0.21407000720500946,
92
+ 0.10328999906778336,
93
+ 0.023320000618696213,
94
+ 0.0
95
+ ],
96
+ [
97
+ 0.006310000084340572,
98
+ -0.040070001035928726,
99
+ 0.23535999655723572,
100
+ -0.0
101
+ ],
102
+ [
103
+ 0.0,
104
+ 0.0,
105
+ 0.0,
106
+ 1.0
107
+ ]
108
+ ],
109
+ "viewer_initial_pose": [
110
+ [
111
+ -0.31575000286102295,
112
+ 0.021090000867843628,
113
+ -0.9486100077629089,
114
+ 0.9132900238037109
115
+ ],
116
+ [
117
+ 0.9475600123405457,
118
+ -0.04501999914646149,
119
+ -0.3163999915122986,
120
+ 0.30461999773979187
121
+ ],
122
+ [
123
+ -0.04936999827623367,
124
+ -0.9987599849700928,
125
+ -0.005770000163465738,
126
+ 0.005549999885261059
127
+ ]
128
+ ],
129
+ "background_color": [
130
+ 255,
131
+ 255,
132
+ 255
133
+ ]
134
+ },
135
+ "evaluation_protocol": "nerf",
136
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
137
+ "hparams": {
138
+ "sh_degree": 3,
139
+ "white_background": true,
140
+ "kernel_size": 0.0,
141
+ "ray_jitter": false,
142
+ "resample_gt_image": false,
143
+ "load_allres": false,
144
+ "sample_more_highres": false,
145
+ "use_decoupled_appearance": false,
146
+ "scale_coords": null,
147
+ "iterations": 30000,
148
+ "position_lr_init": 0.00016,
149
+ "position_lr_final": 1.6e-06,
150
+ "position_lr_delay_mult": 0.01,
151
+ "position_lr_max_steps": 30000,
152
+ "feature_lr": 0.0025,
153
+ "opacity_lr": 0.05,
154
+ "scaling_lr": 0.005,
155
+ "rotation_lr": 0.001,
156
+ "appearance_embeddings_lr": 0.001,
157
+ "appearance_network_lr": 0.001,
158
+ "percent_dense": 0.01,
159
+ "lambda_dssim": 0.2,
160
+ "lambda_distortion": 100,
161
+ "lambda_depth_normal": 0.05,
162
+ "distortion_from_iter": 15000,
163
+ "depth_normal_from_iter": 15000,
164
+ "densification_interval": 100,
165
+ "opacity_reset_interval": 3000,
166
+ "densify_from_iter": 500,
167
+ "densify_until_iter": 15000,
168
+ "densify_grad_threshold": 0.0002,
169
+ "convert_SHs_python": false,
170
+ "compute_cov3D_python": false,
171
+ "compute_view2gaussian_python": false,
172
+ "debug": false
173
+ },
174
+ "checkpoint_sha256": "e4c011c55a0774a4b0a4ac6f265b20eefe6f8e83b663d73d3d8d67a07449dfc5"
175
+ },
176
+ "evaluate_datetime": "2024-06-19T16:36:59",
177
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
178
+ "metrics": {
179
+ "psnr": 35.19287,
180
+ "ssim": 0.98774,
181
+ "mae": 0.0045,
182
+ "mse": 0.00032,
183
+ "lpips": 0.00875,
184
+ "lpips_vgg": 0.01313
185
+ },
186
+ "metrics_raw": {
187
+ "psnr": "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",
188
+ "ssim": "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",
189
+ "mae": "x41JO9AJPTuTx407sSJdO8R3ZzsOCmk73nFqO+2OZDs23407JZC1O0a+1TveseA7L2ndO6pjjjuCp847uE26O6KFqTtG2J87iHygO93ZqTukxrU779q+O16QwDvrSsA7Up6OO0u7uDsZVLE7h3GnOwBhnTt/G5k7L7uZO1izmjscq5w7t5ycO2YYlzthqIw7fFeQO69rhjsBaX473gp4O/WPezsyrn47xxOFO4H+jTtZLZM7kImZO+x4iDtsIZ07IA2eO2RvnDsyvZs7EamcO4TOnDt1Hps7RqCZO3VgmDuSfJk7TYCFOzNXmzvzApw7XEebO+ULmDum8JM7W9COOxrejDugzo47BLKVOwVWnjtMSYc7nmGiOzOrpTs/HaU7rgGhOxA3mDvEU4s7QLF1O9+GSTt9AiE73jA+O45zjjvczF87qSl6O5whhTuXq4k72tuPO5S+kTv2AZM73eCVO/RwmjuzSaE7zVuXO+dVqzu5nLM73Ru7O2s6wDtYXsQ7PQLGO9m/xDuFTME7MB29O0mxtTsG2Z47DmyvO+koqjvex6I7Dz2cO3ExlTs2m4w7NRWGO1YOezsxkWc7jodYO/hvNTsuHKU7i7WoOzcirDseRK47SGiwOzORsDvXfrA7t6myO+rqtjsLQLs7qJhCO9H5wDvu3MI7uTbEO6B6wztvFL87QZS4Ox49rzvQY6M7PfSSO6avhDu9AVQ77qCAO7bmiDug0487cIqWO191mzvfWKI7/ZylO3gYpzsRbKQ700+jOwu7YztKQKA74AicOwprljt9yIw7S+F/OyZpYDs2DkQ7rs1FO/3wWDs5IXo7+/VwOzZEjTuFsZk7jmqgO7LuoDv9l587/TKdO8lPmzv9qZs7nuKbOwbknTvkBn07cAegO75ooDuHs6A7tUuhO9DDoDstVZ07XCmXO6s6kTv68og78VyDO6AihDtE9XU7bzBiOw08Rju8/C47s0AuOyl6MDtSXDc7VgVGO9pnUTtgAVg7FeWIO9k0XDufM1g7H3xQO5N5Wzss8WM7TiFkOxeEWjvFsEg7pm5AOxViUTs=",
190
+ "mse": "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",
191
+ "lpips": "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",
192
+ "lpips_vgg": "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"
193
+ },
194
+ "metrics_sha256": "fcc7dd13671632a62d13d688e1153f4ba0575ee2a6d9b2db08b5cb999ad27c4f",
195
+ "predictions_sha256": "2dbbd06c5c585d990aeae9cce5091cbbe3bc26a62fe5a29a58c8cd2f4dc2d1a0",
196
+ "ground_truth_sha256": "a07e7c72ebb75346ab00dedff833c951b5cded20d75e3a7a17295dbc3dad7575",
197
+ "evaluation_protocol": "nerf"
198
+ }
gaussian-splatting/blender/ficus.ksplat → gaussian-opacity-fields/blender/ficus.zip RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:3a6dcf0ecec80ba4ce83a9534287503b4f51dad46ef67e07c51f0856a939b1f0
3
- size 12132352
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:64c7f778f182c9fc3d587da1ebe87cd17f9c584aa6c924f4f6ded5f3c2f20360
3
+ size 453546150
gaussian-opacity-fields/blender/ficus.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ 64c7f778f182c9fc3d587da1ebe87cd17f9c584aa6c924f4f6ded5f3c2f20360
gaussian-opacity-fields/blender/hotdog.json ADDED
@@ -0,0 +1,198 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "render_datetime": "2024-06-19T16:37:32",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "blender",
6
+ "scene": "hotdog",
7
+ "color_space": "srgb",
8
+ "type": "object-centric",
9
+ "evaluation_protocol": "nerf",
10
+ "expected_scene_scale": 4,
11
+ "viewer_transform": [
12
+ [
13
+ 0.015239999629557133,
14
+ -0.24201999604701996,
15
+ 0.013079999946057796,
16
+ 0.0
17
+ ],
18
+ [
19
+ 0.24236999452114105,
20
+ 0.015259999781847,
21
+ -0.0,
22
+ 0.0
23
+ ],
24
+ [
25
+ -0.0008200000156648457,
26
+ 0.013050000183284283,
27
+ 0.24250000715255737,
28
+ 0.0
29
+ ],
30
+ [
31
+ 0.0,
32
+ 0.0,
33
+ 0.0,
34
+ 1.0
35
+ ]
36
+ ],
37
+ "viewer_initial_pose": [
38
+ [
39
+ -0.06274999678134918,
40
+ -0.7681699991226196,
41
+ 0.6371700167655945,
42
+ -0.623769998550415
43
+ ],
44
+ [
45
+ -0.9980199933052063,
46
+ 0.04613000154495239,
47
+ -0.04267000034451485,
48
+ 0.041770000010728836
49
+ ],
50
+ [
51
+ 0.003379999892786145,
52
+ -0.6385800242424011,
53
+ -0.769540011882782,
54
+ 0.7533699870109558
55
+ ]
56
+ ],
57
+ "background_color": [
58
+ 255,
59
+ 255,
60
+ 255
61
+ ]
62
+ },
63
+ "nb_info": {
64
+ "method": "gaussian-opacity-fields",
65
+ "num_iterations": 30000,
66
+ "total_train_time": 1071.09785,
67
+ "resources_utilization": {
68
+ "memory": 3813,
69
+ "gpu_memory": 2668,
70
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
71
+ },
72
+ "datetime": "2024-06-05T17:03:01+0200",
73
+ "config_overrides": {
74
+ "white_background": true
75
+ },
76
+ "dataset_metadata": {
77
+ "name": "blender",
78
+ "scene": "hotdog",
79
+ "color_space": "srgb",
80
+ "type": "object-centric",
81
+ "evaluation_protocol": "nerf",
82
+ "expected_scene_scale": 4,
83
+ "viewer_transform": [
84
+ [
85
+ 0.09618999809026718,
86
+ 0.22723999619483948,
87
+ -0.011889999732375145,
88
+ -0.0
89
+ ],
90
+ [
91
+ -0.22753000259399414,
92
+ 0.09588000178337097,
93
+ -0.008290000259876251,
94
+ 0.0
95
+ ],
96
+ [
97
+ -0.003010000102221966,
98
+ 0.014179999940097332,
99
+ 0.24661999940872192,
100
+ -0.0
101
+ ],
102
+ [
103
+ 0.0,
104
+ 0.0,
105
+ 0.0,
106
+ 1.0
107
+ ]
108
+ ],
109
+ "viewer_initial_pose": [
110
+ [
111
+ -0.2854999899864197,
112
+ 0.9486799836158752,
113
+ -0.13597999513149261,
114
+ 0.13541999459266663
115
+ ],
116
+ [
117
+ 0.9581999778747559,
118
+ 0.2852799892425537,
119
+ -0.021469999104738235,
120
+ 0.021379999816417694
121
+ ],
122
+ [
123
+ 0.01843000017106533,
124
+ -0.13642999529838562,
125
+ -0.9904800057411194,
126
+ 0.9863899946212769
127
+ ]
128
+ ],
129
+ "background_color": [
130
+ 255,
131
+ 255,
132
+ 255
133
+ ]
134
+ },
135
+ "evaluation_protocol": "nerf",
136
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
137
+ "hparams": {
138
+ "sh_degree": 3,
139
+ "white_background": true,
140
+ "kernel_size": 0.0,
141
+ "ray_jitter": false,
142
+ "resample_gt_image": false,
143
+ "load_allres": false,
144
+ "sample_more_highres": false,
145
+ "use_decoupled_appearance": false,
146
+ "scale_coords": null,
147
+ "iterations": 30000,
148
+ "position_lr_init": 0.00016,
149
+ "position_lr_final": 1.6e-06,
150
+ "position_lr_delay_mult": 0.01,
151
+ "position_lr_max_steps": 30000,
152
+ "feature_lr": 0.0025,
153
+ "opacity_lr": 0.05,
154
+ "scaling_lr": 0.005,
155
+ "rotation_lr": 0.001,
156
+ "appearance_embeddings_lr": 0.001,
157
+ "appearance_network_lr": 0.001,
158
+ "percent_dense": 0.01,
159
+ "lambda_dssim": 0.2,
160
+ "lambda_distortion": 100,
161
+ "lambda_depth_normal": 0.05,
162
+ "distortion_from_iter": 15000,
163
+ "depth_normal_from_iter": 15000,
164
+ "densification_interval": 100,
165
+ "opacity_reset_interval": 3000,
166
+ "densify_from_iter": 500,
167
+ "densify_until_iter": 15000,
168
+ "densify_grad_threshold": 0.0002,
169
+ "convert_SHs_python": false,
170
+ "compute_cov3D_python": false,
171
+ "compute_view2gaussian_python": false,
172
+ "debug": false
173
+ },
174
+ "checkpoint_sha256": "08c656c7b188fe26e244542f27cec6520e48ed437ccf419acf5049e118fa0856"
175
+ },
176
+ "evaluate_datetime": "2024-06-19T16:39:36",
177
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
178
+ "metrics": {
179
+ "psnr": 37.45903,
180
+ "ssim": 0.98523,
181
+ "mae": 0.00395,
182
+ "mse": 0.00023,
183
+ "lpips": 0.01283,
184
+ "lpips_vgg": 0.02763
185
+ },
186
+ "metrics_raw": {
187
+ "psnr": "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",
188
+ "ssim": "ABh7P3/9ej96l3s/Xfp7P3QXfD9BUHw/56B8PzkUfT9t23w/NxJ8P2dPez8EoHo/6kF6P6R4ez87S3o/TpB6P1tgez9S0ns/naF7PybSej/M/nk/kjV5P+jceD9odHg/e1F7PxleeD+TgHg/NMZ4P8QweT9fT3k/+yx5P5pteT+B43k/6Hx6P3Qlez+XGXs/Uch7PztDfD+2XXw/Ty98P2UYfD9SSHw/FY98P+sGfT8Eb30/gE99Py7lej/O4Hw/X258PysJfD9933s/Jdt7P8nvez/OFXw/IEt8P4NMfD/xInw/qsd6Pz8RfD9xKnw/jXN8P7zCfD/A53w/Acd8P+DZfD/V83w/3h19Pwo6fT9qvHo/WE59P6s1fT8TJn0/UiV9Py4WfT9pA30/PQl9P4gefT+EOX0/pTd9Pw+uej8oRH0/MFV9P69jfT8oYX0/tFR9P5xVfT/MMn0/Kjd9PxQgfT/sF30/S7p6P9QYfT+7FX0/Pxl9P5wVfT/SDX0/oQB9P7j6fD90tHw/hHp8P4VPfD8U6Xo/6Rh8PyoDfD829Xs/4eJ7P5zgez8O1Hs/Cbp7P6C3ez/5cHs/zj57P7P1ej+bHHs/nHF7P8a+ez8DGHw/mUZ8P55tfD9Qhnw/XaV8P9ymfD9olnw/gxp7P8eofD+ZuHw/XdR8P2PJfD/Sp3w/aY18Pyh1fD8DZXw/YmR8P69efD+SMXs/0El8PxNLfD8vT3w/F1Z8P7lkfD8FVHw/6zl8P/UofD9qJXw/VRN8P2Rgez/oD3w/1Sl8PyB2fD897Hw/Mjx9P8YPfT/4FH0/C0N9P/6KfT/CeH0/XKZ7P1hSfT9jLH0/bBF9P1YGfT9BA30/V/B8PwbnfD8G03w//Nx8P1XmfD9b0ns/8vh8P4gIfT+pKX0/iFF9P+GDfT/OnH0/bqN9P+KtfT/isX0/MNJ9P9Xoez/j1X0/x8Z9P/KGfT+2UH0/KCd9P9cdfT/hHH0/SAB9P+OpfD8WW3w/O9Z7P/oQfD9hA3w/7QN8P8H8ez9FGnw/xCt8P9phfD92gXw/P9Z8Py8xfD8=",
189
+ "mae": "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",
190
+ "mse": "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",
191
+ "lpips": "Zm6FPNgiiTyU4HY8dRZ5PIAzbjz46Us8ppk/PBBnMjwXNjM85pNgPD+EhDwBsJE8qKOfPMLEgjzmJ548vfKjPFlblzzkD5o8fl6fPO8MuDyIBM08Rk/zPLjq5zyOSu48RVqBPBTx+jwXSvE8wrblPD8m0Tyw0NY8GgzXPDkx5TwJet88sNjLPDCQtDzO0IQ8sX+aPIdJhTzJpYo8ACGFPLq1fjwIrXg80ZtsPGmwNjwarBw8Vs0PPJ24jTxOfCA8epg7PDdkSzxOdlE8RfVQPGWFUTwU1ko8jF5JPACcQTzfcUU81peQPJ6SRjxQnTo8uTs4PA+yGzy1ECM8GHElPDC4GzxKPCE8MZMNPNSTETz23Yg8bp8IPCxvEDwiIwU8UPkIPGTdDzxsWhY89DIGPOwNBzxKewA8L8UBPMdkkzy9qQM86EvxOxcm3zsw3/87axb9OwzgADxmZQs8L+cBPBoKCzw60AM8UZ+RPKwlAzzL6/w7C4/1OyLD8Dtqw+o7nnPlO0NEAjyhRg48XIcbPONIKTzKk5E8nKEtPAdAPzzjakI84/tLPL4mTjxe7lM80AVjPLoEYjyCu3o8ai11PGsDiTxWaos8eDqGPE5tdjyk2m08j6JbPNdkTjyAEUA8AVw/POQ4PTzNYUA88IuHPJsZKTw76ic8JtcgPCK1HTwKqys8Hgg+PIp5Pzx+hDo8nvgrPCEsMTzOpoQ8DHkwPAYJOjxLLzM8a0EzPCvrMjzoSCw8GkoyPOh/QzztckA8931JPHEMgjyaIU48OD47PACOOTynzBk8yVUUPBORFjxgDSg8bM0pPGh0EjyEYg48V5J3PNmOIDxD3Bs8PtAtPMwjMTx50S885Mk1PARkNjwzYUM8ujE8PCeHPDzjnWw8Esk8PKo2MTyb9zA81z0oPEKMFjxLQQw87ygKPOiUBjz82vo7KsDiOxA1ZTykI9M7NsnkO9J37ztG5f87qWUAPE1tATzKTgE8oKYSPLiaJjxXQDI8FMtnPKxXMTw97Dk8nlg7PB7NVjwSPk08OItGPMRTQzyrIVE850NHPMBpYDw=",
192
+ "lpips_vgg": "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"
193
+ },
194
+ "metrics_sha256": "82b48181c44255b51ce6167701e41165d76b6cc518fcf0afefc961b078396961",
195
+ "predictions_sha256": "2d2386e74ab7e5bc90b4695c36fb221382dbe33224377ae5d5ef49c0965f8bb1",
196
+ "ground_truth_sha256": "cfac9c2394f8ea40639b98dba7b988a2f24619e7f4a1ec5baa5924aa83d5a2ac",
197
+ "evaluation_protocol": "nerf"
198
+ }
gaussian-splatting/blender/hotdog.ksplat → gaussian-opacity-fields/blender/hotdog.zip RENAMED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:e4a4bfc2ebc90d6f0f0f31d5528ed95480dfa8e590a35a5d03efa3b6c56fde3c
3
- size 6432768
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9cea358c8e252e702be060b51fcc09494f756b000c0c16f754c1717e71c286e8
3
+ size 487882428
gaussian-opacity-fields/blender/hotdog.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ 9cea358c8e252e702be060b51fcc09494f756b000c0c16f754c1717e71c286e8
gaussian-opacity-fields/blender/lego.json ADDED
@@ -0,0 +1,198 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "render_datetime": "2024-06-19T16:40:09",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "blender",
6
+ "scene": "lego",
7
+ "color_space": "srgb",
8
+ "type": "object-centric",
9
+ "evaluation_protocol": "nerf",
10
+ "expected_scene_scale": 4,
11
+ "viewer_transform": [
12
+ [
13
+ 0.015239999629557133,
14
+ -0.24201999604701996,
15
+ 0.013079999946057796,
16
+ 0.0
17
+ ],
18
+ [
19
+ 0.24236999452114105,
20
+ 0.015259999781847,
21
+ -0.0,
22
+ 0.0
23
+ ],
24
+ [
25
+ -0.0008200000156648457,
26
+ 0.013050000183284283,
27
+ 0.24250000715255737,
28
+ -0.0
29
+ ],
30
+ [
31
+ 0.0,
32
+ 0.0,
33
+ 0.0,
34
+ 1.0
35
+ ]
36
+ ],
37
+ "viewer_initial_pose": [
38
+ [
39
+ -0.06274999678134918,
40
+ -0.7681699991226196,
41
+ 0.6371700167655945,
42
+ -0.623769998550415
43
+ ],
44
+ [
45
+ -0.9980199933052063,
46
+ 0.04613000154495239,
47
+ -0.04267000034451485,
48
+ 0.041770000010728836
49
+ ],
50
+ [
51
+ 0.003379999892786145,
52
+ -0.6385800242424011,
53
+ -0.769540011882782,
54
+ 0.7533699870109558
55
+ ]
56
+ ],
57
+ "background_color": [
58
+ 255,
59
+ 255,
60
+ 255
61
+ ]
62
+ },
63
+ "nb_info": {
64
+ "method": "gaussian-opacity-fields",
65
+ "num_iterations": 30000,
66
+ "total_train_time": 1143.49289,
67
+ "resources_utilization": {
68
+ "memory": 3941,
69
+ "gpu_memory": 2944,
70
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
71
+ },
72
+ "datetime": "2024-06-05T17:04:15+0200",
73
+ "config_overrides": {
74
+ "white_background": true
75
+ },
76
+ "dataset_metadata": {
77
+ "name": "blender",
78
+ "scene": "lego",
79
+ "color_space": "srgb",
80
+ "type": "object-centric",
81
+ "evaluation_protocol": "nerf",
82
+ "expected_scene_scale": 4,
83
+ "viewer_transform": [
84
+ [
85
+ 0.16700999438762665,
86
+ -0.1760600060224533,
87
+ 0.015320000238716602,
88
+ 0.0
89
+ ],
90
+ [
91
+ 0.17597000300884247,
92
+ 0.1676200032234192,
93
+ 0.008019999600946903,
94
+ 0.0
95
+ ],
96
+ [
97
+ -0.016370000317692757,
98
+ 0.00558000011369586,
99
+ 0.24254000186920166,
100
+ -0.0
101
+ ],
102
+ [
103
+ 0.0,
104
+ 0.0,
105
+ 0.0,
106
+ 1.0
107
+ ]
108
+ ],
109
+ "viewer_initial_pose": [
110
+ [
111
+ -0.6766499876976013,
112
+ -0.27998000383377075,
113
+ 0.6809999942779541,
114
+ -0.6675199866294861
115
+ ],
116
+ [
117
+ -0.7332500219345093,
118
+ 0.17207999527454376,
119
+ -0.6578199863433838,
120
+ 0.6448000073432922
121
+ ],
122
+ [
123
+ 0.06699000298976898,
124
+ -0.9444599747657776,
125
+ -0.32172998785972595,
126
+ 0.31536000967025757
127
+ ]
128
+ ],
129
+ "background_color": [
130
+ 255,
131
+ 255,
132
+ 255
133
+ ]
134
+ },
135
+ "evaluation_protocol": "nerf",
136
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
137
+ "hparams": {
138
+ "sh_degree": 3,
139
+ "white_background": true,
140
+ "kernel_size": 0.0,
141
+ "ray_jitter": false,
142
+ "resample_gt_image": false,
143
+ "load_allres": false,
144
+ "sample_more_highres": false,
145
+ "use_decoupled_appearance": false,
146
+ "scale_coords": null,
147
+ "iterations": 30000,
148
+ "position_lr_init": 0.00016,
149
+ "position_lr_final": 1.6e-06,
150
+ "position_lr_delay_mult": 0.01,
151
+ "position_lr_max_steps": 30000,
152
+ "feature_lr": 0.0025,
153
+ "opacity_lr": 0.05,
154
+ "scaling_lr": 0.005,
155
+ "rotation_lr": 0.001,
156
+ "appearance_embeddings_lr": 0.001,
157
+ "appearance_network_lr": 0.001,
158
+ "percent_dense": 0.01,
159
+ "lambda_dssim": 0.2,
160
+ "lambda_distortion": 100,
161
+ "lambda_depth_normal": 0.05,
162
+ "distortion_from_iter": 15000,
163
+ "depth_normal_from_iter": 15000,
164
+ "densification_interval": 100,
165
+ "opacity_reset_interval": 3000,
166
+ "densify_from_iter": 500,
167
+ "densify_until_iter": 15000,
168
+ "densify_grad_threshold": 0.0002,
169
+ "convert_SHs_python": false,
170
+ "compute_cov3D_python": false,
171
+ "compute_view2gaussian_python": false,
172
+ "debug": false
173
+ },
174
+ "checkpoint_sha256": "6a1ab34122ed853866c8fec48bfc66018b96c7991d1c39a786f4fbbd726f4728"
175
+ },
176
+ "evaluate_datetime": "2024-06-19T16:42:08",
177
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
178
+ "metrics": {
179
+ "psnr": 35.56022,
180
+ "ssim": 0.98237,
181
+ "mae": 0.0051,
182
+ "mse": 0.00042,
183
+ "lpips": 0.01205,
184
+ "lpips_vgg": 0.02061
185
+ },
186
+ "metrics_raw": {
187
+ "psnr": "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",
188
+ "ssim": "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",
189
+ "mae": "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",
190
+ "mse": "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",
191
+ "lpips": "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",
192
+ "lpips_vgg": "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"
193
+ },
194
+ "metrics_sha256": "74534668bdff471c5be82a7078d958a9d6ae36f7110ae449cc25a6092773e31b",
195
+ "predictions_sha256": "ab28ba3ac5cac2206e9f7aca6e5c18bd90ed736e038a396fe9775b61c86a4f67",
196
+ "ground_truth_sha256": "8ae4ba35588d6331264aaaeabc08b38a2f6393e9e497ddc24b714ee1a8fa2177",
197
+ "evaluation_protocol": "nerf"
198
+ }
gaussian-opacity-fields/blender/lego.zip ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0342c8c114df0166aef052e4e660b57fb31de8dc0a33b792e658c70a52a84a3b
3
+ size 642662279
gaussian-opacity-fields/blender/lego.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ 0342c8c114df0166aef052e4e660b57fb31de8dc0a33b792e658c70a52a84a3b
gaussian-opacity-fields/blender/materials.json ADDED
@@ -0,0 +1,198 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "render_datetime": "2024-06-19T16:42:40",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "blender",
6
+ "scene": "materials",
7
+ "color_space": "srgb",
8
+ "type": "object-centric",
9
+ "evaluation_protocol": "nerf",
10
+ "expected_scene_scale": 4,
11
+ "viewer_transform": [
12
+ [
13
+ 0.015239999629557133,
14
+ -0.24201999604701996,
15
+ 0.013079999946057796,
16
+ 0.0
17
+ ],
18
+ [
19
+ 0.24236999452114105,
20
+ 0.015259999781847,
21
+ -0.0,
22
+ 0.0
23
+ ],
24
+ [
25
+ -0.0008200000156648457,
26
+ 0.013050000183284283,
27
+ 0.24250000715255737,
28
+ 0.0
29
+ ],
30
+ [
31
+ 0.0,
32
+ 0.0,
33
+ 0.0,
34
+ 1.0
35
+ ]
36
+ ],
37
+ "viewer_initial_pose": [
38
+ [
39
+ -0.06274999678134918,
40
+ -0.7681699991226196,
41
+ 0.6371700167655945,
42
+ -0.623769998550415
43
+ ],
44
+ [
45
+ -0.9980199933052063,
46
+ 0.04613000154495239,
47
+ -0.04267000034451485,
48
+ 0.041770000010728836
49
+ ],
50
+ [
51
+ 0.003379999892786145,
52
+ -0.6385800242424011,
53
+ -0.769540011882782,
54
+ 0.7533699870109558
55
+ ]
56
+ ],
57
+ "background_color": [
58
+ 255,
59
+ 255,
60
+ 255
61
+ ]
62
+ },
63
+ "nb_info": {
64
+ "method": "gaussian-opacity-fields",
65
+ "num_iterations": 30000,
66
+ "total_train_time": 887.43501,
67
+ "resources_utilization": {
68
+ "memory": 3873,
69
+ "gpu_memory": 2782,
70
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
71
+ },
72
+ "datetime": "2024-06-05T17:00:00+0200",
73
+ "config_overrides": {
74
+ "white_background": true
75
+ },
76
+ "dataset_metadata": {
77
+ "name": "blender",
78
+ "scene": "materials",
79
+ "color_space": "srgb",
80
+ "type": "object-centric",
81
+ "evaluation_protocol": "nerf",
82
+ "expected_scene_scale": 4,
83
+ "viewer_transform": [
84
+ [
85
+ -0.1917400062084198,
86
+ -0.12815000116825104,
87
+ 0.0544699989259243,
88
+ -0.0
89
+ ],
90
+ [
91
+ 0.13087999820709229,
92
+ -0.1975100040435791,
93
+ -0.00394000019878149,
94
+ -0.0
95
+ ],
96
+ [
97
+ 0.047529999166727066,
98
+ 0.026900000870227814,
99
+ 0.23059000074863434,
100
+ -0.0
101
+ ],
102
+ [
103
+ 0.0,
104
+ 0.0,
105
+ 0.0,
106
+ 1.0
107
+ ]
108
+ ],
109
+ "viewer_initial_pose": [
110
+ [
111
+ 0.9083099961280823,
112
+ 0.06622999906539917,
113
+ 0.4130299985408783,
114
+ -0.39454999566078186
115
+ ],
116
+ [
117
+ -0.3553999960422516,
118
+ 0.6429399847984314,
119
+ 0.6784700155258179,
120
+ -0.6481199860572815
121
+ ],
122
+ [
123
+ -0.22062000632286072,
124
+ -0.7630500197410583,
125
+ 0.6075199842453003,
126
+ -0.5803400278091431
127
+ ]
128
+ ],
129
+ "background_color": [
130
+ 255,
131
+ 255,
132
+ 255
133
+ ]
134
+ },
135
+ "evaluation_protocol": "nerf",
136
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
137
+ "hparams": {
138
+ "sh_degree": 3,
139
+ "white_background": true,
140
+ "kernel_size": 0.0,
141
+ "ray_jitter": false,
142
+ "resample_gt_image": false,
143
+ "load_allres": false,
144
+ "sample_more_highres": false,
145
+ "use_decoupled_appearance": false,
146
+ "scale_coords": null,
147
+ "iterations": 30000,
148
+ "position_lr_init": 0.00016,
149
+ "position_lr_final": 1.6e-06,
150
+ "position_lr_delay_mult": 0.01,
151
+ "position_lr_max_steps": 30000,
152
+ "feature_lr": 0.0025,
153
+ "opacity_lr": 0.05,
154
+ "scaling_lr": 0.005,
155
+ "rotation_lr": 0.001,
156
+ "appearance_embeddings_lr": 0.001,
157
+ "appearance_network_lr": 0.001,
158
+ "percent_dense": 0.01,
159
+ "lambda_dssim": 0.2,
160
+ "lambda_distortion": 100,
161
+ "lambda_depth_normal": 0.05,
162
+ "distortion_from_iter": 15000,
163
+ "depth_normal_from_iter": 15000,
164
+ "densification_interval": 100,
165
+ "opacity_reset_interval": 3000,
166
+ "densify_from_iter": 500,
167
+ "densify_until_iter": 15000,
168
+ "densify_grad_threshold": 0.0002,
169
+ "convert_SHs_python": false,
170
+ "compute_cov3D_python": false,
171
+ "compute_view2gaussian_python": false,
172
+ "debug": false
173
+ },
174
+ "checkpoint_sha256": "d674af98fc56190c502308b576c949460f25c1762e378cb3087bcdd95da4f506"
175
+ },
176
+ "evaluate_datetime": "2024-06-19T16:44:32",
177
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
178
+ "metrics": {
179
+ "psnr": 30.19776,
180
+ "ssim": 0.96064,
181
+ "mae": 0.00832,
182
+ "mse": 0.00107,
183
+ "lpips": 0.018,
184
+ "lpips_vgg": 0.04285
185
+ },
186
+ "metrics_raw": {
187
+ "psnr": "T7/YQbko1kHzNNFBETbqQbuc50GvsuhB3DHrQZoK7kG0uO1BvzvrQdg550HME+RBp1vkQVBc00G1COxBzQr1QURP70HCXetBiLHlQYZN40EnZuRBl2vnQaDl5UH+deBBMI7VQTM23UEgB95BNlPfQUeY4kG0AelB57XvQQws80GOR/NBaQfzQSwz90GSx9dBaY7+QVw4BUI88gdC4qr+Qc5r80FYRu1BSJroQbz/40ETleJBMXnhQRxf2UGoUeNB9s/jQcLL5UHoW+lBvrvuQRNx+EGt3QJCfHAIQv4ZC0LhdAxCrs7aQan0B0LU3QFCDz/7Qa9f9EE4He9BTUrrQb+F6EFMSOZBbeXkQTzO5EFUmtxBH1TmQZ5P6EF+CuxB7wvxQU5T9kGxavtB7Tr/QRwkAEKSyP9BQzIBQjM930FkYwNCu8kFQqA8B0LAYAhC1ZYKQjBMDULfhwxCukIHQghWAkJa+P1BkY7jQe4A+kFrkPhB8y/5QS2A/EFo+gBCIu4EQhmzBEJ+hQJClAECQkCcAULiv+lBOTMBQidNAEJwCf1Bazf3Qe7i7kGPbehBPOnjQXkf4EFKLN1B0s7aQQxw00FqfPJBxv76Qeod/0F/avhBdn3vQcGk6UGUDuZBTpfkQce75UEDIepBDkPRQXja8UGx6/lBVNH4Qcim8UHDaOxBU0npQas56EH4JelBiCHsQb5a8EH7o89B13X0QT5N9UFPz/RBJ1r1QQn690Gqav5BrP0DQlRTCELPywpCSBkNQvlUzkF5bwhCed4BQnZ7+kE7vvJBxzDtQX716EE/JeZBDXLkQded40GDRONBwIHNQZXR5EE+A+ZBzHDnQbWy60FwAfBBcK30QZT++EEGf/pB66v4QcpD9EGdXs1B+i3yQZLI8UFIG/VBnGf7QXefAUI6bwVC5LcHQlX5BUKEmQFCrpP+QVq4zUH+2/lBl9P4QUBY+kEDgvxB3TH+QQFR/EEO9vlB8mv4QcCt90HcIPVBFjbPQf5d8UFjyexBeNboQd7z5EGRX+FBB2DfQaTp4EEOlOdBGhruQeWW8EE=",
188
+ "ssim": "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",
189
+ "mae": "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",
190
+ "mse": "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",
191
+ "lpips": "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",
192
+ "lpips_vgg": "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"
193
+ },
194
+ "metrics_sha256": "f30c1cf6508c634605da450e8f28ab8f33016bb46bc5c88f60b228db4c458604",
195
+ "predictions_sha256": "3ce38a0710d43891a991bb362076532afb06b5b81e96272edfec556443c8e6eb",
196
+ "ground_truth_sha256": "0c03760970bed3c5aefb1d0623835947e99f0801c7ea3698863f5bbd9a37796d",
197
+ "evaluation_protocol": "nerf"
198
+ }
gaussian-opacity-fields/blender/materials.zip ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:60e135e214eca375e062c08da8d00163e30054bd8b582199aebd86462cc4b65a
3
+ size 555373658
gaussian-opacity-fields/blender/materials.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ 60e135e214eca375e062c08da8d00163e30054bd8b582199aebd86462cc4b65a
gaussian-opacity-fields/blender/mic.json ADDED
@@ -0,0 +1,198 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "render_datetime": "2024-06-19T16:45:04",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "blender",
6
+ "scene": "mic",
7
+ "color_space": "srgb",
8
+ "type": "object-centric",
9
+ "evaluation_protocol": "nerf",
10
+ "expected_scene_scale": 4,
11
+ "viewer_transform": [
12
+ [
13
+ 0.015239999629557133,
14
+ -0.24201999604701996,
15
+ 0.013079999946057796,
16
+ 0.0
17
+ ],
18
+ [
19
+ 0.24236999452114105,
20
+ 0.015259999781847,
21
+ -0.0,
22
+ 0.0
23
+ ],
24
+ [
25
+ -0.0008200000156648457,
26
+ 0.013050000183284283,
27
+ 0.24250000715255737,
28
+ 0.0
29
+ ],
30
+ [
31
+ 0.0,
32
+ 0.0,
33
+ 0.0,
34
+ 1.0
35
+ ]
36
+ ],
37
+ "viewer_initial_pose": [
38
+ [
39
+ -0.06274999678134918,
40
+ -0.7681699991226196,
41
+ 0.6371700167655945,
42
+ -0.623769998550415
43
+ ],
44
+ [
45
+ -0.9980199933052063,
46
+ 0.04613000154495239,
47
+ -0.04267000034451485,
48
+ 0.041770000010728836
49
+ ],
50
+ [
51
+ 0.003379999892786145,
52
+ -0.6385800242424011,
53
+ -0.769540011882782,
54
+ 0.7533699870109558
55
+ ]
56
+ ],
57
+ "background_color": [
58
+ 255,
59
+ 255,
60
+ 255
61
+ ]
62
+ },
63
+ "nb_info": {
64
+ "method": "gaussian-opacity-fields",
65
+ "num_iterations": 30000,
66
+ "total_train_time": 1315.59396,
67
+ "resources_utilization": {
68
+ "memory": 3927,
69
+ "gpu_memory": 3062,
70
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
71
+ },
72
+ "datetime": "2024-06-05T17:07:21+0200",
73
+ "config_overrides": {
74
+ "white_background": true
75
+ },
76
+ "dataset_metadata": {
77
+ "name": "blender",
78
+ "scene": "mic",
79
+ "color_space": "srgb",
80
+ "type": "object-centric",
81
+ "evaluation_protocol": "nerf",
82
+ "expected_scene_scale": 4,
83
+ "viewer_transform": [
84
+ [
85
+ 0.1936500072479248,
86
+ -0.15783999860286713,
87
+ -0.008179999887943268,
88
+ 0.0
89
+ ],
90
+ [
91
+ 0.1579899936914444,
92
+ 0.1936900019645691,
93
+ 0.0026400000788271427,
94
+ -0.0
95
+ ],
96
+ [
97
+ 0.004670000169426203,
98
+ -0.0072200000286102295,
99
+ 0.24981999397277832,
100
+ -0.0
101
+ ],
102
+ [
103
+ 0.0,
104
+ 0.0,
105
+ 0.0,
106
+ 1.0
107
+ ]
108
+ ],
109
+ "viewer_initial_pose": [
110
+ [
111
+ -0.9569500088691711,
112
+ -0.16791999340057373,
113
+ 0.23672999441623688,
114
+ -0.23853999376296997
115
+ ],
116
+ [
117
+ -0.2888599932193756,
118
+ 0.6305199861526489,
119
+ -0.7204200029373169,
120
+ 0.7259299755096436
121
+ ],
122
+ [
123
+ -0.028289999812841415,
124
+ -0.7577999830245972,
125
+ -0.6518800258636475,
126
+ 0.6568599939346313
127
+ ]
128
+ ],
129
+ "background_color": [
130
+ 255,
131
+ 255,
132
+ 255
133
+ ]
134
+ },
135
+ "evaluation_protocol": "nerf",
136
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
137
+ "hparams": {
138
+ "sh_degree": 3,
139
+ "white_background": true,
140
+ "kernel_size": 0.0,
141
+ "ray_jitter": false,
142
+ "resample_gt_image": false,
143
+ "load_allres": false,
144
+ "sample_more_highres": false,
145
+ "use_decoupled_appearance": false,
146
+ "scale_coords": null,
147
+ "iterations": 30000,
148
+ "position_lr_init": 0.00016,
149
+ "position_lr_final": 1.6e-06,
150
+ "position_lr_delay_mult": 0.01,
151
+ "position_lr_max_steps": 30000,
152
+ "feature_lr": 0.0025,
153
+ "opacity_lr": 0.05,
154
+ "scaling_lr": 0.005,
155
+ "rotation_lr": 0.001,
156
+ "appearance_embeddings_lr": 0.001,
157
+ "appearance_network_lr": 0.001,
158
+ "percent_dense": 0.01,
159
+ "lambda_dssim": 0.2,
160
+ "lambda_distortion": 100,
161
+ "lambda_depth_normal": 0.05,
162
+ "distortion_from_iter": 15000,
163
+ "depth_normal_from_iter": 15000,
164
+ "densification_interval": 100,
165
+ "opacity_reset_interval": 3000,
166
+ "densify_from_iter": 500,
167
+ "densify_until_iter": 15000,
168
+ "densify_grad_threshold": 0.0002,
169
+ "convert_SHs_python": false,
170
+ "compute_cov3D_python": false,
171
+ "compute_view2gaussian_python": false,
172
+ "debug": false
173
+ },
174
+ "checkpoint_sha256": "9bd216af1d83caf2deb78a02e6ed92a492731fbf8f4ce9db323c89b3cc804b0e"
175
+ },
176
+ "evaluate_datetime": "2024-06-19T16:46:45",
177
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
178
+ "metrics": {
179
+ "psnr": 36.06136,
180
+ "ssim": 0.99227,
181
+ "mae": 0.00294,
182
+ "mse": 0.00027,
183
+ "lpips": 0.00481,
184
+ "lpips_vgg": 0.0077
185
+ },
186
+ "metrics_raw": {
187
+ "psnr": "BKkcQgZxG0KUyhlCLM8FQtVHCUL6bgtCVpAMQidSDEIB4w1CGnEPQl3BEEI6TRFCjDMRQmqPGkJ+vBBCzOsOQi9ADUJCcAtCqeUJQuK9CEK2UQhCfsYHQn3CB0JysQhCTnoZQkXwCEIvbQtCiC0LQpBsDELWEwxCKBQKQpZ5DULVagdCOZIKQkwJCUIE3BVCUuEHQruIDUJg2gVCsMsGQh66BULgyQRCj2wGQqhvBkJSUglCqDgLQpglE0LDKg5CM20OQnbWDUIRmw1CvioOQiw/D0J2OxBC77YRQovdEkLXPxNCkNMQQtVCEEJKQg1C5BcMQnrsDEL6fg9CxbgRQqjuEkJwgBJCg68PQgwCDUJSQw9CVpALQmSyCkIj+ApCLCAMQvEWD0JDohBCnv0SQvEdFULN/xNCRhsVQkdJDEL9iBNC844SQoYfE0IllQ9CV8MOQnVxEELQkA5C4poQQmhmEEKs2RBCPnoKQuIlEELscg9CB5IOQmApD0L/Og9C12gRQkKGEkInoRJCsmwTQg2wFEK5wwhC5zAWQl8AGUK8VxtCLjIeQkYzHUJGYx1CI+sdQnoqHUJ+2BxCvikcQrzHG0KDqwlCDHYLQvo2CELhpgdCZgcMQp3zCELQdA1C3L8NQgEOEEL8HRFCpFIbQsYqDkLhmxBCtLwNQvX3D0KMsg5C3KIOQqXnDEI6sgpCd1MLQsDfC0IP9htCPdcNQg6jEELz0xFC4e0SQohsFEKoyBVC40wVQgL4F0Iz7xdCduwTQrZWHEI2AhFCN0cNQgP4CkKctwpC+UUMQrdZDkIVHRBChxESQqNyEkLg5BJCt0EcQhq8EkIaUxFChSYPQoSuDUISWAxCWn4LQjqLC0Kh/QlCi+4JQlrZCEKOQxtCF3QGQgFVB0JQBgdCJqkKQtgDC0JPHQ9CfN0QQlDtFUII0hlCn3gZQlFhG0LbmRZC4vAXQnMIGULWphpCnZkaQnIpHEJ4zhtCpD0dQpi2H0Jo9h9Cn10aQkXnHEJAohdCbD4SQjvzDULtRwpCrFYHQnCdBULJxARC6OkEQkA4BUI=",
188
+ "ssim": "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",
189
+ "mae": "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",
190
+ "mse": "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",
191
+ "lpips": "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",
192
+ "lpips_vgg": "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"
193
+ },
194
+ "metrics_sha256": "83bce726db8d508a1cf03d8deb56c48c340ff77ebddaf796a82cfd37e1bd4ab1",
195
+ "predictions_sha256": "b5483710042dd0ec24a02975f0ea7e10be08ee52ed3945871e75dbdfc0b11151",
196
+ "ground_truth_sha256": "43957920a562e7bb2431dc828dcdade6c0166c37cfaa2d025cb7787eb7f911ef",
197
+ "evaluation_protocol": "nerf"
198
+ }
gaussian-opacity-fields/blender/mic.zip ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bb78d8124ec9e42545d615b0e84f0801dff6b6ba32aff5867f00d392a86d4e24
3
+ size 543361578
gaussian-opacity-fields/blender/mic.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ bb78d8124ec9e42545d615b0e84f0801dff6b6ba32aff5867f00d392a86d4e24
gaussian-opacity-fields/blender/ship.json ADDED
@@ -0,0 +1,198 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "render_datetime": "2024-06-19T16:47:19",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "blender",
6
+ "scene": "ship",
7
+ "color_space": "srgb",
8
+ "type": "object-centric",
9
+ "evaluation_protocol": "nerf",
10
+ "expected_scene_scale": 4,
11
+ "viewer_transform": [
12
+ [
13
+ 0.015239999629557133,
14
+ -0.24201999604701996,
15
+ 0.013079999946057796,
16
+ 0.0
17
+ ],
18
+ [
19
+ 0.24236999452114105,
20
+ 0.015259999781847,
21
+ -0.0,
22
+ 0.0
23
+ ],
24
+ [
25
+ -0.0008200000156648457,
26
+ 0.013050000183284283,
27
+ 0.24250000715255737,
28
+ 0.0
29
+ ],
30
+ [
31
+ 0.0,
32
+ 0.0,
33
+ 0.0,
34
+ 1.0
35
+ ]
36
+ ],
37
+ "viewer_initial_pose": [
38
+ [
39
+ -0.06274999678134918,
40
+ -0.7681699991226196,
41
+ 0.6371700167655945,
42
+ -0.623769998550415
43
+ ],
44
+ [
45
+ -0.9980199933052063,
46
+ 0.04613000154495239,
47
+ -0.04267000034451485,
48
+ 0.041770000010728836
49
+ ],
50
+ [
51
+ 0.003379999892786145,
52
+ -0.6385800242424011,
53
+ -0.769540011882782,
54
+ 0.7533699870109558
55
+ ]
56
+ ],
57
+ "background_color": [
58
+ 255,
59
+ 255,
60
+ 255
61
+ ]
62
+ },
63
+ "nb_info": {
64
+ "method": "gaussian-opacity-fields",
65
+ "num_iterations": 30000,
66
+ "total_train_time": 1799.90147,
67
+ "resources_utilization": {
68
+ "memory": 3941,
69
+ "gpu_memory": 5778,
70
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
71
+ },
72
+ "datetime": "2024-06-05T17:15:31+0200",
73
+ "config_overrides": {
74
+ "white_background": true
75
+ },
76
+ "dataset_metadata": {
77
+ "name": "blender",
78
+ "scene": "ship",
79
+ "color_space": "srgb",
80
+ "type": "object-centric",
81
+ "evaluation_protocol": "nerf",
82
+ "expected_scene_scale": 4,
83
+ "viewer_transform": [
84
+ [
85
+ 0.23847000300884247,
86
+ -0.056710001081228256,
87
+ 0.023959999904036522,
88
+ -0.0
89
+ ],
90
+ [
91
+ 0.055640000849962234,
92
+ 0.23954999446868896,
93
+ 0.013260000385344028,
94
+ 0.0
95
+ ],
96
+ [
97
+ -0.026359999552369118,
98
+ -0.007430000230669975,
99
+ 0.24476000666618347,
100
+ 0.0
101
+ ],
102
+ [
103
+ 0.0,
104
+ 0.0,
105
+ 0.0,
106
+ 1.0
107
+ ]
108
+ ],
109
+ "viewer_initial_pose": [
110
+ [
111
+ 0.18490000069141388,
112
+ -0.26739999651908875,
113
+ 0.9456800222396851,
114
+ -0.9388700127601624
115
+ ],
116
+ [
117
+ -0.9821299910545349,
118
+ -0.08465000241994858,
119
+ 0.16809000074863434,
120
+ -0.16687999665737152
121
+ ],
122
+ [
123
+ 0.035110000520944595,
124
+ -0.9598600268363953,
125
+ -0.27827000617980957,
126
+ 0.2762700021266937
127
+ ]
128
+ ],
129
+ "background_color": [
130
+ 255,
131
+ 255,
132
+ 255
133
+ ]
134
+ },
135
+ "evaluation_protocol": "nerf",
136
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
137
+ "hparams": {
138
+ "sh_degree": 3,
139
+ "white_background": true,
140
+ "kernel_size": 0.0,
141
+ "ray_jitter": false,
142
+ "resample_gt_image": false,
143
+ "load_allres": false,
144
+ "sample_more_highres": false,
145
+ "use_decoupled_appearance": false,
146
+ "scale_coords": null,
147
+ "iterations": 30000,
148
+ "position_lr_init": 0.00016,
149
+ "position_lr_final": 1.6e-06,
150
+ "position_lr_delay_mult": 0.01,
151
+ "position_lr_max_steps": 30000,
152
+ "feature_lr": 0.0025,
153
+ "opacity_lr": 0.05,
154
+ "scaling_lr": 0.005,
155
+ "rotation_lr": 0.001,
156
+ "appearance_embeddings_lr": 0.001,
157
+ "appearance_network_lr": 0.001,
158
+ "percent_dense": 0.01,
159
+ "lambda_dssim": 0.2,
160
+ "lambda_distortion": 100,
161
+ "lambda_depth_normal": 0.05,
162
+ "distortion_from_iter": 15000,
163
+ "depth_normal_from_iter": 15000,
164
+ "densification_interval": 100,
165
+ "opacity_reset_interval": 3000,
166
+ "densify_from_iter": 500,
167
+ "densify_until_iter": 15000,
168
+ "densify_grad_threshold": 0.0002,
169
+ "convert_SHs_python": false,
170
+ "compute_cov3D_python": false,
171
+ "compute_view2gaussian_python": false,
172
+ "debug": false
173
+ },
174
+ "checkpoint_sha256": "a30c33d45e4760410bccd99cd6de5156ee769704d40b0e99c41466757f99833b"
175
+ },
176
+ "evaluate_datetime": "2024-06-19T16:49:48",
177
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
178
+ "metrics": {
179
+ "psnr": 30.67585,
180
+ "ssim": 0.90076,
181
+ "mae": 0.01209,
182
+ "mse": 0.00118,
183
+ "lpips": 0.08693,
184
+ "lpips_vgg": 0.13145
185
+ },
186
+ "metrics_raw": {
187
+ "psnr": "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",
188
+ "ssim": "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",
189
+ "mae": "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",
190
+ "mse": "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",
191
+ "lpips": "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",
192
+ "lpips_vgg": "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"
193
+ },
194
+ "metrics_sha256": "415bf1323bbc6bce1d8f380f1cba03a952d52b4a0aea1350c8d2b1a5ed117797",
195
+ "predictions_sha256": "7a1e2ca8c734e3351b84319885ad5770110f089778a8f05646c82a8fb1dd3902",
196
+ "ground_truth_sha256": "945340a8f78f4eb571d2fa237f242ed76a2cf863f947eb407092e5b9497dfa77",
197
+ "evaluation_protocol": "nerf"
198
+ }
gaussian-opacity-fields/blender/ship.zip ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ef37322d713f376d1db25f44ff8866a30ad8fef19a92263554b856a24911c424
3
+ size 766566212
gaussian-opacity-fields/blender/ship.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ ef37322d713f376d1db25f44ff8866a30ad8fef19a92263554b856a24911c424
gaussian-opacity-fields/mipnerf360/bicycle.json CHANGED
@@ -1,36 +1,94 @@
1
  {
2
- "info": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  "method": "gaussian-opacity-fields",
4
- "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
5
  "num_iterations": 30000,
6
- "total_train_time": 4285.77853,
7
  "resources_utilization": {
8
- "memory": 8346,
9
- "gpu_memory": 38048
 
10
  },
11
- "datetime": "2024-06-01T17:18:50+0200",
12
  "config_overrides": {},
13
  "dataset_metadata": {
14
  "name": "mipnerf360",
15
  "color_space": "srgb",
 
16
  "viewer_transform": [
17
  [
18
- -0.06725999712944031,
19
- -0.05178999900817871,
20
- 0.21119000017642975,
21
- -0.01078999973833561
22
  ],
23
  [
24
- -0.21735000610351562,
25
- 0.02274000085890293,
26
- -0.06364999711513519,
27
- 0.10147000104188919
28
  ],
29
  [
30
- -0.0066200001165270805,
31
- -0.22046999633312225,
32
- -0.05617000162601471,
33
- 0.10399000346660614
34
  ],
35
  [
36
  0.0,
@@ -41,51 +99,90 @@
41
  ],
42
  "viewer_initial_pose": [
43
  [
44
- -0.9249299764633179,
45
- -0.05025999993085861,
46
- 0.3768100142478943,
47
- -0.35196998715400696
48
  ],
49
  [
50
- -0.37988999485969543,
51
- 0.08568999916315079,
52
- -0.9210500121116638,
53
- 0.9277799725532532
54
  ],
55
  [
56
- 0.014000000432133675,
57
- -0.9950500130653381,
58
- -0.09835000336170197,
59
- -0.059790000319480896
60
  ]
61
  ],
62
  "scene": "bicycle",
63
- "expected_scene_scale": 4.293470811843872,
64
- "type": "object-centric",
65
- "evaluation_protocol": "default"
66
  },
67
- "evaluation_protocol": "default",
68
- "color_space": "srgb",
69
- "expected_scene_scale": 4.293470811843872,
70
- "dataset_background_color": null,
71
- "checkpoint_sha256": "4bd5f88591c3a23c9d6781bdc9772d176d103eb20ab17ec825e10253bcce651d"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
72
  },
 
 
73
  "metrics": {
74
- "psnr": 25.51593,
75
- "ssim": 0.79153,
76
- "mae": 0.03765,
77
- "mse": 0.00354,
78
- "lpips": 0.13852
 
79
  },
80
  "metrics_raw": {
81
- "psnr": "SXWrQaD4mUER+p9BBk6pQfNWr0HE8LtB1XbRQbzY0kH60MdBJHPQQdSMx0GPEMNBkUrXQelt3kEuoN9Bm3zdQfcl0kEQo9hBi+bmQcQz40H6MdpBaLTfQfeX50GzUshBSHfcQQ==",
82
- "ssim": "Mn8jP3mcED/BVBk/WqU3P5G8Oz928EA/UJZQP/IvUT86l0A/18lSP/4nSj9lS0k/7HdVP5UKXD+jYlo/jRtXP6d5UD+yg1o/gRhiP16JYT9zclY/rYVWP5y1YD8KPEI/vONdPw==",
83
- "mae": "mO58PSKTiT2nbZM9PtZ2PRgxaT3MFz09bSIFPRcXBT0pWBc9N5AHPe2vFT0bWRw9yST1PPv93jxHYN48feHiPIEo8jwO0wA9qffPPKs7xTxPgvI86ebfPFLWwTzVjxo9FETZPA==",
84
- "mse": "PKDrO77iQjwJ8yM8HLH6Oya40jvInpI7YNMdO1CrFzt0V1A7boAiO6nxUTsa4G470XQFO4FX2To3/NE6q1HfOpa/GjvUYgA7pVCqOtNxvTqbgvU6GYLROobzpjoxU007SfrlOg==",
85
- "lpips": "FflrPv4TXz5PfGQ++yUqPg64QT7+NSs+OPcGPqRRCD704iM+TUXyPclQCz71SCQ+hhf5PXNJxT1B/fU9KwrdPdvN/D2aNLU99m7IPX4HuT3SNd89cOfzPQryuT3BIy8+grW+PQ=="
 
86
  },
87
- "metrics_sha256": "2e6806ed60ba72b2007bcf4d5a17159e3a151b4aaa706d8398b49b56e688bece",
88
- "predictions_sha256": "0b6a1b42706eb27b6b6aa38cc497cf18fdf2436f1f759f4035ce25c09b0e2022",
89
  "ground_truth_sha256": "2ad52fcb25ecf8ebade7cecfe9366ddf259c5824ccf5cc276ddf2c1c6d488889",
90
- "evaluation_protocol": "default"
91
  }
 
1
  {
2
+ "render_datetime": "2024-06-19T22:37:03",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "mipnerf360",
6
+ "color_space": "srgb",
7
+ "evaluation_protocol": "nerf",
8
+ "viewer_transform": [
9
+ [
10
+ -0.067265,
11
+ -0.05179,
12
+ 0.211189,
13
+ -0.01079
14
+ ],
15
+ [
16
+ -0.217345,
17
+ 0.022741,
18
+ -0.063649,
19
+ 0.101475
20
+ ],
21
+ [
22
+ -0.006618,
23
+ -0.220472,
24
+ -0.056174,
25
+ 0.103987
26
+ ],
27
+ [
28
+ 0.0,
29
+ 0.0,
30
+ 0.0,
31
+ 1.0
32
+ ]
33
+ ],
34
+ "viewer_initial_pose": [
35
+ [
36
+ -0.924926,
37
+ -0.050261,
38
+ 0.37681,
39
+ -0.351974
40
+ ],
41
+ [
42
+ -0.37989,
43
+ 0.085693,
44
+ -0.921054,
45
+ 0.927785
46
+ ],
47
+ [
48
+ 0.014003,
49
+ -0.995053,
50
+ -0.098353,
51
+ -0.059794
52
+ ]
53
+ ],
54
+ "scene": "bicycle",
55
+ "downscale_factor": 4,
56
+ "expected_scene_scale": 4.293471,
57
+ "type": "object-centric"
58
+ },
59
+ "nb_info": {
60
  "method": "gaussian-opacity-fields",
 
61
  "num_iterations": 30000,
62
+ "total_train_time": 4271.61866,
63
  "resources_utilization": {
64
+ "memory": 8318,
65
+ "gpu_memory": 38388,
66
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
67
  },
68
+ "datetime": "2024-06-07T12:52:25+0200",
69
  "config_overrides": {},
70
  "dataset_metadata": {
71
  "name": "mipnerf360",
72
  "color_space": "srgb",
73
+ "evaluation_protocol": "nerf",
74
  "viewer_transform": [
75
  [
76
+ -0.067265,
77
+ -0.05179,
78
+ 0.211189,
79
+ -0.01079
80
  ],
81
  [
82
+ -0.217345,
83
+ 0.022741,
84
+ -0.063649,
85
+ 0.101475
86
  ],
87
  [
88
+ -0.006618,
89
+ -0.220472,
90
+ -0.056174,
91
+ 0.103987
92
  ],
93
  [
94
  0.0,
 
99
  ],
100
  "viewer_initial_pose": [
101
  [
102
+ -0.924926,
103
+ -0.050261,
104
+ 0.37681,
105
+ -0.351974
106
  ],
107
  [
108
+ -0.37989,
109
+ 0.085693,
110
+ -0.921054,
111
+ 0.927785
112
  ],
113
  [
114
+ 0.014003,
115
+ -0.995053,
116
+ -0.098353,
117
+ -0.059794
118
  ]
119
  ],
120
  "scene": "bicycle",
121
+ "downscale_factor": 4,
122
+ "expected_scene_scale": 4.293471,
123
+ "type": "object-centric"
124
  },
125
+ "evaluation_protocol": "nerf",
126
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
127
+ "hparams": {
128
+ "sh_degree": 3,
129
+ "white_background": false,
130
+ "kernel_size": 0.0,
131
+ "ray_jitter": false,
132
+ "resample_gt_image": false,
133
+ "load_allres": false,
134
+ "sample_more_highres": false,
135
+ "use_decoupled_appearance": false,
136
+ "scale_coords": null,
137
+ "iterations": 30000,
138
+ "position_lr_init": 0.00016,
139
+ "position_lr_final": 1.6e-06,
140
+ "position_lr_delay_mult": 0.01,
141
+ "position_lr_max_steps": 30000,
142
+ "feature_lr": 0.0025,
143
+ "opacity_lr": 0.05,
144
+ "scaling_lr": 0.005,
145
+ "rotation_lr": 0.001,
146
+ "appearance_embeddings_lr": 0.001,
147
+ "appearance_network_lr": 0.001,
148
+ "percent_dense": 0.01,
149
+ "lambda_dssim": 0.2,
150
+ "lambda_distortion": 100,
151
+ "lambda_depth_normal": 0.05,
152
+ "distortion_from_iter": 15000,
153
+ "depth_normal_from_iter": 15000,
154
+ "densification_interval": 100,
155
+ "opacity_reset_interval": 3000,
156
+ "densify_from_iter": 500,
157
+ "densify_until_iter": 15000,
158
+ "densify_grad_threshold": 0.0002,
159
+ "convert_SHs_python": false,
160
+ "compute_cov3D_python": false,
161
+ "compute_view2gaussian_python": false,
162
+ "debug": false
163
+ },
164
+ "checkpoint_sha256": "404c177a635ae2050c27b7ce3d9bbeb2aaa04bc58ed3c3ca2ac04c575890306c"
165
  },
166
+ "evaluate_datetime": "2024-06-19T22:37:41",
167
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
168
  "metrics": {
169
+ "psnr": 25.51957,
170
+ "ssim": 0.79186,
171
+ "mae": 0.03756,
172
+ "mse": 0.0035,
173
+ "lpips": 0.13832,
174
+ "lpips_vgg": 0.19675
175
  },
176
  "metrics_raw": {
177
+ "psnr": "ZIWrQVRCnEGOFaFBhDOqQSXUr0HUdLpBQkTRQbvI0UHTBMhBFATRQVjoxkEn7MJBphzXQbIV3kG5et9BhT7dQbhf0kF0lNhB2HvmQcRt40EQCtpBKizfQRqI50F5J8hB0fbcQQ==",
178
+ "ssim": "/A8kP+PqET8uyBk/e8A3PxT1Oj8ZTEE/c31QP+oBUT85zkA/g95SPxzqST/Jckk/wHJVP1foWz+LYlo/gGJXP4aMUD+Relo/jh1iP9eIYT8Td1Y/RYRWP4iSYD9VUUI/ieVdPw==",
179
+ "mae": "NLl8PZBDhz3Rj5A9LLByPVhraD1wnT49rHwFPQfpBT1WOBY9ydMFPWCoGD0frxw9e2/1PPZV4jzjqN48bn/jPKFy8Tx8AgE9E5XRPGN/xDyojPM8MH7hPEoOwjyPNBo9PwHYPA==",
180
+ "mse": "HzPrOzd3Njxjzh48bE70OyvGzzvhBJk7w7keOwhhHDtvIU87BuAfO9vcVTvs2m87pyUGOxSC2zoR39I6G+LgOjO/GTvcmAA72F6sOpc2vDpSnfY6/r3UOtQ/pzpMU047GbTiOg==",
181
+ "lpips": "UsRpPuvQXD7gTmI+R6IsPgxvQj5YKCg+3EsHPl1DDD6HWSM+YsfxPeMXCT6IASQ+Q1b4PVC0wz2DevU9WPjcPVzE/T38n7c9HAnJPeePtz0yr9898tz3PafquT1gDi8+6e27PQ==",
182
+ "lpips_vgg": "/I+EPqPGjj5J6Y0+KvpcPhpeaD7t01s+EgY5Pj1JNT6ysVo+znosPqfxST66S1A+3dUxPjplHz7VVTs+gqcqPjVEQz6WGxU+Nv4tPiKgOD7O7jo+rBVCPvjpND44yGQ+ZY8sPg=="
183
  },
184
+ "metrics_sha256": "f9b7f8115ba9247af0d53171201fb972bc24d5ce47ed5341f23a23161244a200",
185
+ "predictions_sha256": "420173986fe25c4aaa75e42360cbb180b566e9862f874889572a06b6ca4a67b9",
186
  "ground_truth_sha256": "2ad52fcb25ecf8ebade7cecfe9366ddf259c5824ccf5cc276ddf2c1c6d488889",
187
+ "evaluation_protocol": "nerf"
188
  }
gaussian-opacity-fields/mipnerf360/bicycle.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:016535555d7819fbb9495dd95f5276218b7076071f4464b75bef7ac7ffa49081
3
- size 5604435927
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d5a2fe38d61383cbc6bf0a0c7d851705b2df3db3c70b5c5a2c5df2c36c6a338d
3
+ size 5542267115
gaussian-opacity-fields/mipnerf360/bicycle.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ d5a2fe38d61383cbc6bf0a0c7d851705b2df3db3c70b5c5a2c5df2c36c6a338d
gaussian-opacity-fields/mipnerf360/bonsai.json CHANGED
@@ -1,36 +1,94 @@
1
  {
2
- "info": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  "method": "gaussian-opacity-fields",
4
- "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
5
  "num_iterations": 30000,
6
- "total_train_time": 3539.36325,
7
  "resources_utilization": {
8
- "memory": 5470,
9
- "gpu_memory": 25082
 
10
  },
11
- "datetime": "2024-06-01T17:02:03+0200",
12
  "config_overrides": {},
13
  "dataset_metadata": {
14
  "name": "mipnerf360",
15
  "color_space": "srgb",
 
16
  "viewer_transform": [
17
  [
18
- -0.19586999714374542,
19
- 0.05163000151515007,
20
- -0.08488000184297562,
21
- 0.14291000366210938
22
  ],
23
  [
24
- 0.09782999753952026,
25
- 0.13300999999046326,
26
- -0.14482000470161438,
27
- 0.0014700000174343586
28
  ],
29
  [
30
- 0.01735999993979931,
31
- -0.1669600009918213,
32
- -0.1416199952363968,
33
- 0.4841499924659729
34
  ],
35
  [
36
  0.0,
@@ -41,51 +99,90 @@
41
  ],
42
  "viewer_initial_pose": [
43
  [
44
- -0.018149999901652336,
45
- 0.15714000165462494,
46
- -0.9874100089073181,
47
- 0.9991300106048584
48
  ],
49
  [
50
- 0.9985299706459045,
51
- -0.04755999892950058,
52
- -0.025919999927282333,
53
- -0.05618999898433685
54
  ],
55
  [
56
- -0.05104000121355057,
57
- -0.9864299893379211,
58
- -0.1560399979352951,
59
- 0.13009999692440033
60
  ]
61
  ],
62
  "scene": "bonsai",
63
- "expected_scene_scale": 4.3176390647888185,
64
- "type": "object-centric",
65
- "evaluation_protocol": "default"
66
  },
67
- "evaluation_protocol": "default",
68
- "color_space": "srgb",
69
- "expected_scene_scale": 4.3176390647888185,
70
- "dataset_background_color": null,
71
- "checkpoint_sha256": "e81a83f324fa7f055f4ba5aba4d6cd5e13819218ca09e145e180c23d2bc8ee22"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
72
  },
 
 
73
  "metrics": {
74
- "psnr": 31.93378,
75
- "ssim": 0.94058,
76
- "mae": 0.01508,
77
- "mse": 0.00087,
78
- "lpips": 0.12478
 
79
  },
80
  "metrics_raw": {
81
- "psnr": "wAW3QVhP4EEDxQVClbYAQqgsC0LM4ApCk8wDQpvQCUL7vQRCUFDGQVRhAEJC2+VB5hXaQe6990ELRQZCKL7YQWSQ6EE63QVCMvkBQimZBEL55wtC4K0IQo7VBkKIrAdCHR0FQnji+0HO2AdCvpYGQsMiAkIqigRCn6gLQkKkAUKGZwpCGGkPQoit7EEeo+5Bv73xQQ==",
82
- "ssim": "H51fP987bT8NLnM//zZyP1YOdD8ioXM/XV5zP1ALcz+YcnM/LD9uPxAVcD9DNHA/gAxoP7kccT85zHI/cCRsP8awbz8c7nE/xz1wP98AcT9duXI/HRJzP58gcD+ji3I/ZLVwP5rhcD9rZXI/pGdzP3escz80z3I/oGd1P6Eubz/GyXI/1UR1P9dzbj+Tlm0/ZNhwPw==",
83
- "mae": "KOopPXkWujwH4lE8BYxJPPz/NDypPzc8ewM7PJX8QTy14Tc8WpmPPBV4Yjw2vm08vnCjPOy+cjwvrEs8hMCSPJngbzwIl1w8i2lgPG/3QDyFcDo8VW9NPHkuUTzks1A8uF1lPA+Gbzx4llc8HCZsPFWXZTx9Z3082BI/PPAWeDzNCEE8yvQoPFuksDw0sKg8JgqvPA==",
84
- "mse": "WeqoO+bjzTpjUe05nb8eOhzdrTnb2rA5TOkEOnoEvDkXx/s5uoxZOzDSITrGgq86XUn2Ou7HUTpFleY5uv3/Okxaojp1B+w53aMTOu/e/TlKsaY5RLjIOec13zlqrdQ57HL2OW0zOjoRktI5wmLiOUVEEjpzuv45khWpObF8Fjp9vrU5oD2IOUk5kDrFUIg6i1R5Og==",
85
- "lpips": "FuMmPtiP4z0Gsp49Ih++PaYOxD1176o92UvJPQ4Vxz1QVLE9fnTaPYwByT1kGd89Xm0QPlf+zT20P7E9dG8RPpps6T1dYwE+hfTzPToRBz4jTjQ+HmgQPlY8FT79mwI+qNMxPquANj6vLDQ+TGIdPu7r7z1c9xY+KRoAPs7PAz5svwQ+d4DCPU1U4T0SpwQ+vZk5Pg=="
 
86
  },
87
- "metrics_sha256": "40f38a5bd90a6268eb2b366a1db50b427f2c66dce80195e7b733ca51d655d98d",
88
- "predictions_sha256": "895a389f11079735bb5c8f5b925360508a8496b1d2bed78bbca82a2e7ab4135c",
89
  "ground_truth_sha256": "c5041b1a2c3bda9215cb518524d24aea68092de533b0d38dbe3d4d88cd443423",
90
- "evaluation_protocol": "default"
91
  }
 
1
  {
2
+ "render_datetime": "2024-06-19T22:38:50",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "mipnerf360",
6
+ "color_space": "srgb",
7
+ "evaluation_protocol": "nerf",
8
+ "viewer_transform": [
9
+ [
10
+ -0.195865,
11
+ 0.051631,
12
+ -0.084885,
13
+ 0.14291
14
+ ],
15
+ [
16
+ 0.097825,
17
+ 0.133009,
18
+ -0.144821,
19
+ 0.001467
20
+ ],
21
+ [
22
+ 0.017362,
23
+ -0.166965,
24
+ -0.141619,
25
+ 0.484152
26
+ ],
27
+ [
28
+ 0.0,
29
+ 0.0,
30
+ 0.0,
31
+ 1.0
32
+ ]
33
+ ],
34
+ "viewer_initial_pose": [
35
+ [
36
+ -0.01815,
37
+ 0.157138,
38
+ -0.98741,
39
+ 0.99913
40
+ ],
41
+ [
42
+ 0.998532,
43
+ -0.047562,
44
+ -0.025924,
45
+ -0.056191
46
+ ],
47
+ [
48
+ -0.051037,
49
+ -0.986431,
50
+ -0.156044,
51
+ 0.130103
52
+ ]
53
+ ],
54
+ "scene": "bonsai",
55
+ "downscale_factor": 2,
56
+ "expected_scene_scale": 4.317639,
57
+ "type": "object-centric"
58
+ },
59
+ "nb_info": {
60
  "method": "gaussian-opacity-fields",
 
61
  "num_iterations": 30000,
62
+ "total_train_time": 3557.15881,
63
  "resources_utilization": {
64
+ "memory": 5506,
65
+ "gpu_memory": 23946,
66
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
67
  },
68
+ "datetime": "2024-06-07T12:39:35+0200",
69
  "config_overrides": {},
70
  "dataset_metadata": {
71
  "name": "mipnerf360",
72
  "color_space": "srgb",
73
+ "evaluation_protocol": "nerf",
74
  "viewer_transform": [
75
  [
76
+ -0.195865,
77
+ 0.051631,
78
+ -0.084885,
79
+ 0.14291
80
  ],
81
  [
82
+ 0.097825,
83
+ 0.133009,
84
+ -0.144821,
85
+ 0.001467
86
  ],
87
  [
88
+ 0.017362,
89
+ -0.166965,
90
+ -0.141619,
91
+ 0.484152
92
  ],
93
  [
94
  0.0,
 
99
  ],
100
  "viewer_initial_pose": [
101
  [
102
+ -0.01815,
103
+ 0.157138,
104
+ -0.98741,
105
+ 0.99913
106
  ],
107
  [
108
+ 0.998532,
109
+ -0.047562,
110
+ -0.025924,
111
+ -0.056191
112
  ],
113
  [
114
+ -0.051037,
115
+ -0.986431,
116
+ -0.156044,
117
+ 0.130103
118
  ]
119
  ],
120
  "scene": "bonsai",
121
+ "downscale_factor": 2,
122
+ "expected_scene_scale": 4.317639,
123
+ "type": "object-centric"
124
  },
125
+ "evaluation_protocol": "nerf",
126
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
127
+ "hparams": {
128
+ "sh_degree": 3,
129
+ "white_background": false,
130
+ "kernel_size": 0.0,
131
+ "ray_jitter": false,
132
+ "resample_gt_image": false,
133
+ "load_allres": false,
134
+ "sample_more_highres": false,
135
+ "use_decoupled_appearance": false,
136
+ "scale_coords": null,
137
+ "iterations": 30000,
138
+ "position_lr_init": 0.00016,
139
+ "position_lr_final": 1.6e-06,
140
+ "position_lr_delay_mult": 0.01,
141
+ "position_lr_max_steps": 30000,
142
+ "feature_lr": 0.0025,
143
+ "opacity_lr": 0.05,
144
+ "scaling_lr": 0.005,
145
+ "rotation_lr": 0.001,
146
+ "appearance_embeddings_lr": 0.001,
147
+ "appearance_network_lr": 0.001,
148
+ "percent_dense": 0.01,
149
+ "lambda_dssim": 0.2,
150
+ "lambda_distortion": 100,
151
+ "lambda_depth_normal": 0.05,
152
+ "distortion_from_iter": 15000,
153
+ "depth_normal_from_iter": 15000,
154
+ "densification_interval": 100,
155
+ "opacity_reset_interval": 3000,
156
+ "densify_from_iter": 500,
157
+ "densify_until_iter": 15000,
158
+ "densify_grad_threshold": 0.0002,
159
+ "convert_SHs_python": false,
160
+ "compute_cov3D_python": false,
161
+ "compute_view2gaussian_python": false,
162
+ "debug": false
163
+ },
164
+ "checkpoint_sha256": "8fbe39d4c8b0e0a2338ffed9a861a8d66f070acaa4efa69eb09bdd0c7cc89ea5"
165
  },
166
+ "evaluate_datetime": "2024-06-19T22:40:14",
167
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
168
  "metrics": {
169
+ "psnr": 31.9395,
170
+ "ssim": 0.94049,
171
+ "mae": 0.01512,
172
+ "mse": 0.00086,
173
+ "lpips": 0.12466,
174
+ "lpips_vgg": 0.24665
175
  },
176
  "metrics_raw": {
177
+ "psnr": "k3a4QXLS4EFouAVC1JcAQmw0C0I/vgpCpiYEQuYBCUKi7wVCCCbHQQyuAEKnPOVBaX3bQeiG90G/sgVCHufYQcJW50GhdARC+pYBQnGvBEKwRwxCOkAIQk96B0KKlQdCxzQEQtKT+0H+wQdC/u8GQn3fA0LvJwRCzK0LQm4SAULQFQpCtGsPQm3A7kHa5e5BKnLxQQ==",
178
+ "ssim": "bd9fPyk5bT9yK3M/pzByPw8fdD8RtXM/MGJzP3zncj/+nXM/SFFuP/wpcD+WAnA/5LBnP0IZcT/apnI/FsZrP6m2bz/b1HE/wDZwP0/8cD+puXI/9+pyP2n5bz8HXnI/EJNwP3recD9KcHI/cm9zP3Hccz+R1XI/62Z1P4Ikbz+uzXI/vER1P+GNbj+ymW0/8e5wPw==",
179
+ "mae": "moMnPc4quTyt01I8P5FMPMWwNTwzZTg8iXA5PMYVRDxCyzM8LeGMPBXNXjyiims8LESmPCifcTx+r088fcSXPKJUdzyjd248u29iPMuiPzy9XTg8jxhPPGT5TTwOdk48TTtpPJHzdDzREFg8d39sPPUXXTx51H48zKU/PObEeTxquEI8+WAtPK1wrTwXmKc8GSSvPA==",
180
+ "mse": "4Q2iO7XgyjrS/e05nNkfOnmPrTn0O7I5Fz8COoX2xDnnDes5cmJUO6sNHzoqq7I6uIfsOi8VUzpyS+45mtD+OgIuqDr+9v855+8WOiWa/DmqJKM56brNObkX1zmZx9U5T9UBOtDaOzpJp9M5PePdOeNYBDpwNQI6NOOoOeeAGzo1Hbk5KCmIOfjdhzrqS4c6OnV7Og==",
181
+ "lpips": "nKUnPvgP5D0m3p49yGjBPXpmxD0wIK09zlvJPUTuxT2SjK49ltLYPS/8yD20Kt49fkYPPluLzz3WCrE9xtwQPqGG6D2h/vw9Bnj1PX3EBz40fTI++sIPPlopFD5q5QI+9JkxPtZKOz6F7zM+/o4cPs1j7j3EuRU+2KYAPmHtBD6w7gQ+fL3CPfmj3j2UTgU+Bsc3Pg==",
182
+ "lpips_vgg": "NOGXPn6hWT6nEE0+aoNuPqz5Pj6ceEM+Bc1mPpUVSz55BUw+p5ZVPjg6Oz7AAVU+nLSIPqq4MD4MkSc+uueNPgImVT5/XlQ+ystmPrfDgD54PYQ+Q/d/PgRgkD4Ajnw+taigPhgJvD5KzJ8+cmecPpw7pz4whJQ+/C+UPp0/mj41/4I+slF2Pg9naD5a03A+sHyePg=="
183
  },
184
+ "metrics_sha256": "62a6992a3aa0a8ee6238560c3643aa2a0824c697cb5734b4dc7ce02ae9e2a164",
185
+ "predictions_sha256": "d58238756e38431f26f60e2ce736fc44c5193b4037540c811cc70e71948a77f6",
186
  "ground_truth_sha256": "c5041b1a2c3bda9215cb518524d24aea68092de533b0d38dbe3d4d88cd443423",
187
+ "evaluation_protocol": "nerf"
188
  }
gaussian-opacity-fields/mipnerf360/bonsai.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:a8f223fba961c025864bfe110ac1b770c765f1a0b08e15c734d2c70c64a0f73f
3
- size 1360821247
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4854a47be731428d2f8ab4f2aee32c850e8942eb9154f7aa17a1082b9d3e8976
3
+ size 1345878613
gaussian-opacity-fields/mipnerf360/bonsai.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ 4854a47be731428d2f8ab4f2aee32c850e8942eb9154f7aa17a1082b9d3e8976
gaussian-opacity-fields/mipnerf360/counter.json CHANGED
@@ -1,36 +1,94 @@
1
  {
2
- "info": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  "method": "gaussian-opacity-fields",
4
- "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
5
  "num_iterations": 30000,
6
- "total_train_time": 3959.94451,
7
  "resources_utilization": {
8
- "memory": 5117,
9
- "gpu_memory": 12740
 
10
  },
11
- "datetime": "2024-06-01T17:07:08+0200",
12
  "config_overrides": {},
13
  "dataset_metadata": {
14
  "name": "mipnerf360",
15
  "color_space": "srgb",
 
16
  "viewer_transform": [
17
  [
18
- 0.15725000202655792,
19
- 0.10384999960660934,
20
- -0.13451999425888062,
21
- 0.07831999659538269
22
  ],
23
  [
24
- 0.16958999633789062,
25
- -0.08402000367641449,
26
- 0.13336999714374542,
27
- -0.14758999645709991
28
  ],
29
  [
30
- 0.011009999550879002,
31
- -0.18910999596118927,
32
- -0.1331299990415573,
33
- 0.5418199896812439
34
  ],
35
  [
36
  0.0,
@@ -41,51 +99,90 @@
41
  ],
42
  "viewer_initial_pose": [
43
  [
44
- -0.2487100064754486,
45
- 0.5349299907684326,
46
- -0.8074600100517273,
47
- 0.7790300250053406
48
  ],
49
  [
50
- 0.9685699939727783,
51
- 0.13465000689029694,
52
- -0.20913000404834747,
53
- 0.11743000149726868
54
  ],
55
  [
56
- -0.0031500000040978193,
57
- -0.8341000080108643,
58
- -0.551609992980957,
59
- 0.3776400089263916
60
  ]
61
  ],
62
  "scene": "counter",
63
- "expected_scene_scale": 4.386058187484741,
64
- "type": "object-centric",
65
- "evaluation_protocol": "default"
66
  },
67
- "evaluation_protocol": "default",
68
- "color_space": "srgb",
69
- "expected_scene_scale": 4.386058187484741,
70
- "dataset_background_color": null,
71
- "checkpoint_sha256": "63456f0f99542d662f17ba6035f1144deea76e668afd0d13109073c1ce84db51"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
72
  },
 
 
73
  "metrics": {
74
- "psnr": 28.8405,
75
- "ssim": 0.9065,
76
  "mae": 0.01863,
77
  "mse": 0.00142,
78
- "lpips": 0.15357
 
79
  },
80
  "metrics_raw": {
81
- "psnr": "GFXVQY4n7EGnueVB2h3RQVue+0HdzOtBOCzoQRvf70FlRvNBcMjZQVoe5EG2KPRB98rSQUPu4UG6LsxBOh/oQepg40F0WtpBTAHjQe8x3kHxWPFB1CDnQazV50FyXfZBhLL6QW4tAEKwbPtBFhLjQZUc6EGVTMxB",
82
- "ssim": "JdtfP0YTaD9bLmg/4p9ZP6nEbz/zQmc/bhRmP3tOaz8F/WU/gztlP1kuZz9gb2o/3fRlP69zaD+DzGE/K/RnP7Cxaz8vJ2Y/CQZoP4L9aD8GE2o//JFnP3JWaj8KIG8/TK1sPybIbz/tNm8/7u9qP9A1aj9zAVw/",
83
- "mae": "L2XcPHyjjDxdUpk8AajWPHy4UDyNKZE8iyOgPOIeiTx3eos8MwStPLErrDwCuHw889itPItrlzzBU8o8koSaPLBtkjyNTaw8F3OdPNWgnjxufn88gD+NPEZUiDxxA1o8Z7BqPApeVjzAGks8aO+SPGhQnTzlauU8",
84
- "mse": "YDINO55pkjrcLLA6mmkfO+WhOzrD6ZM6CTGkOsWOgzoSkG463XD4Om6DuDqxkWg6c+cXO46BxDrdvDc7em6kOkN8vDpDZfQ6zIW+OvPP2joNLHw63DOpOgbMpTrzQlo6j6xAOnu4Izrfrjw6zym+Ov56pDo+Hzc7",
85
- "lpips": "RIphPlf9/j1Ugwc+bohhPmCQAD4z4Tc+iIgqPrnb4j1X24E+/8n8PRh/+T3wK2o+GJoCPl8XAj5EeUc+fL0pPmMp3T1CZEA+dwYTPrsvGT7MLRY+Ij0wPovwBD6vR+09+UgVPohhxz306uA93OUFPssDCD4EnFs+"
 
86
  },
87
- "metrics_sha256": "15ffa60b15550f085ffd65a13abb76407a7a78a304ccd414de358229d76dbc78",
88
- "predictions_sha256": "cf111af5e81872349ea794fa78f80955d018b0aec9c3deabca87d845d6caa181",
89
  "ground_truth_sha256": "c0c4b2e6b6bc236841ea1675d0aab00ee3a4fac416946bd30c1fd26daf624027",
90
- "evaluation_protocol": "default"
91
  }
 
1
  {
2
+ "render_datetime": "2024-06-19T22:41:01",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "mipnerf360",
6
+ "color_space": "srgb",
7
+ "evaluation_protocol": "nerf",
8
+ "viewer_transform": [
9
+ [
10
+ 0.157245,
11
+ 0.10385,
12
+ -0.134524,
13
+ 0.078316
14
+ ],
15
+ [
16
+ 0.169589,
17
+ -0.084017,
18
+ 0.133373,
19
+ -0.147589
20
+ ],
21
+ [
22
+ 0.011007,
23
+ -0.189114,
24
+ -0.133126,
25
+ 0.541818
26
+ ],
27
+ [
28
+ 0.0,
29
+ 0.0,
30
+ 0.0,
31
+ 1.0
32
+ ]
33
+ ],
34
+ "viewer_initial_pose": [
35
+ [
36
+ -0.248713,
37
+ 0.534932,
38
+ -0.807459,
39
+ 0.779025
40
+ ],
41
+ [
42
+ 0.968572,
43
+ 0.134652,
44
+ -0.209134,
45
+ 0.117425
46
+ ],
47
+ [
48
+ -0.003147,
49
+ -0.834096,
50
+ -0.55161,
51
+ 0.377636
52
+ ]
53
+ ],
54
+ "scene": "counter",
55
+ "downscale_factor": 2,
56
+ "expected_scene_scale": 4.386058,
57
+ "type": "object-centric"
58
+ },
59
+ "nb_info": {
60
  "method": "gaussian-opacity-fields",
 
61
  "num_iterations": 30000,
62
+ "total_train_time": 3959.60482,
63
  "resources_utilization": {
64
+ "memory": 5144,
65
+ "gpu_memory": 12946,
66
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
67
  },
68
+ "datetime": "2024-06-07T12:46:14+0200",
69
  "config_overrides": {},
70
  "dataset_metadata": {
71
  "name": "mipnerf360",
72
  "color_space": "srgb",
73
+ "evaluation_protocol": "nerf",
74
  "viewer_transform": [
75
  [
76
+ 0.157245,
77
+ 0.10385,
78
+ -0.134524,
79
+ 0.078316
80
  ],
81
  [
82
+ 0.169589,
83
+ -0.084017,
84
+ 0.133373,
85
+ -0.147589
86
  ],
87
  [
88
+ 0.011007,
89
+ -0.189114,
90
+ -0.133126,
91
+ 0.541818
92
  ],
93
  [
94
  0.0,
 
99
  ],
100
  "viewer_initial_pose": [
101
  [
102
+ -0.248713,
103
+ 0.534932,
104
+ -0.807459,
105
+ 0.779025
106
  ],
107
  [
108
+ 0.968572,
109
+ 0.134652,
110
+ -0.209134,
111
+ 0.117425
112
  ],
113
  [
114
+ -0.003147,
115
+ -0.834096,
116
+ -0.55161,
117
+ 0.377636
118
  ]
119
  ],
120
  "scene": "counter",
121
+ "downscale_factor": 2,
122
+ "expected_scene_scale": 4.386058,
123
+ "type": "object-centric"
124
  },
125
+ "evaluation_protocol": "nerf",
126
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
127
+ "hparams": {
128
+ "sh_degree": 3,
129
+ "white_background": false,
130
+ "kernel_size": 0.0,
131
+ "ray_jitter": false,
132
+ "resample_gt_image": false,
133
+ "load_allres": false,
134
+ "sample_more_highres": false,
135
+ "use_decoupled_appearance": false,
136
+ "scale_coords": null,
137
+ "iterations": 30000,
138
+ "position_lr_init": 0.00016,
139
+ "position_lr_final": 1.6e-06,
140
+ "position_lr_delay_mult": 0.01,
141
+ "position_lr_max_steps": 30000,
142
+ "feature_lr": 0.0025,
143
+ "opacity_lr": 0.05,
144
+ "scaling_lr": 0.005,
145
+ "rotation_lr": 0.001,
146
+ "appearance_embeddings_lr": 0.001,
147
+ "appearance_network_lr": 0.001,
148
+ "percent_dense": 0.01,
149
+ "lambda_dssim": 0.2,
150
+ "lambda_distortion": 100,
151
+ "lambda_depth_normal": 0.05,
152
+ "distortion_from_iter": 15000,
153
+ "depth_normal_from_iter": 15000,
154
+ "densification_interval": 100,
155
+ "opacity_reset_interval": 3000,
156
+ "densify_from_iter": 500,
157
+ "densify_until_iter": 15000,
158
+ "densify_grad_threshold": 0.0002,
159
+ "convert_SHs_python": false,
160
+ "compute_cov3D_python": false,
161
+ "compute_view2gaussian_python": false,
162
+ "debug": false
163
+ },
164
+ "checkpoint_sha256": "163024ef66be0842ab117c9fe1d9d5389bf167cc6921062902a087d42339b4c3"
165
  },
166
+ "evaluate_datetime": "2024-06-19T22:42:11",
167
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
168
  "metrics": {
169
+ "psnr": 28.82817,
170
+ "ssim": 0.90652,
171
  "mae": 0.01863,
172
  "mse": 0.00142,
173
+ "lpips": 0.15319,
174
+ "lpips_vgg": 0.2577
175
  },
176
  "metrics_raw": {
177
+ "psnr": "UMHUQX9E7EGs6ORBuJvQQcxe/EFEe+pBF4PoQRDF8EHpNfRBEjfbQYBO5UEkvfRB8rHSQU4Z4kEWw8tBEhvoQdxG5EHiKNpBK8fjQWqb20FgR/FBrr/nQcsE6EFjBPZBxjT6QahMAEKi8/1BRgbjQb9O4UER+8tB",
178
+ "ssim": "IsdfPwjvZz9rWGg/CHJZP4bSbz/hO2c/TDFmPwd3az8dBGY/+GllP3wuZz/bVmo/cf9lP0GkaD+Uk2E/+vdnPyS7az97AGY/CQhoPw7OaD8HOWo/yc5nPxV+aj/rF28/IadsPz3Abz/haW8/HvtqP8W6aT9s/1s/",
179
+ "mae": "ZvbcPMO6izyMlZo8ZW3XPCT+TzwXdY88MqefPPeaiDzwW4w89eKsPHjZqTxam3o8ytOsPIggljxKAMo8ulibPNvykTxcJqw8xgqdPE4uozw90H48XjiMPHHShjys4Fk8rP5sPH28VDwO4Ug8eoKSPElvoTx+puc8",
180
+ "mse": "/Y8PO9/vkToUXbQ6EsMhO8OdNzqlopk6fZiiOi4zgDppOWg6dWjuOnpPsjpfuGQ6/1QYO7aOwzqU+Tk7KIKkOsustzrrwvU6tlS6Osa76zqyq3w6HDWmOsbrpDpAdVw61GpDOjaTIjo2ci86h2q+OukPyDrYzjg7",
181
+ "lpips": "RQRiPoNUAD7B8gY+od1iPnyTAT61VTc+1s0pPqx73T1TlII+uNr5PclZ+D0xP24+d38APlxFAj5AGkg+pDwkPpYJ3D049D4+oB4SPtvqHD4zcRU+0FMwPtEzBD6daew9MCMUPkjnxT1J4No9VPQEPvdOCD6Js1o+",
182
+ "lpips_vgg": "XDORPsLgaD5d1GU+vJmePlA5eD4cJKk+DLd6PnBkRT4+l7k+6LJbPuo9Yj5BR70+hGhhPuLjYz40+Jg+keSKPprIXj6Zb5g+1qd5PlnReD6ZbX0+PMWcPiaMdD7MFmU+KpiHPoApWD6V22A+LrdaPmzveT6FpaU+"
183
  },
184
+ "metrics_sha256": "77fbebb3b6f47fccb9c86ae27fefec50c1e5abe55eec4e3dab283e5711bf500c",
185
+ "predictions_sha256": "3bfb09e3f63cd390d5bb8a70e43c4d47cd4e2ce8812e910958514a1668094f87",
186
  "ground_truth_sha256": "c0c4b2e6b6bc236841ea1675d0aab00ee3a4fac416946bd30c1fd26daf624027",
187
+ "evaluation_protocol": "nerf"
188
  }
gaussian-opacity-fields/mipnerf360/counter.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0a333f2382fae84388b1c88cfc2453828de02c0875f8bfdd762d82c4c2ad6e2f
3
- size 1094375143
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f10d87bfbef4a5eaca1ca276b2eff216e62ffc4b2cbf277c846502988dcf0ecf
3
+ size 1095716012
gaussian-opacity-fields/mipnerf360/counter.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ f10d87bfbef4a5eaca1ca276b2eff216e62ffc4b2cbf277c846502988dcf0ecf
gaussian-opacity-fields/mipnerf360/flowers.json CHANGED
@@ -1,36 +1,94 @@
1
  {
2
- "info": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  "method": "gaussian-opacity-fields",
4
- "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
5
  "num_iterations": 30000,
6
- "total_train_time": 3214.35076,
7
  "resources_utilization": {
8
- "memory": 6726,
9
- "gpu_memory": 36790
 
10
  },
11
- "datetime": "2024-06-01T16:57:12+0200",
12
  "config_overrides": {},
13
  "dataset_metadata": {
14
  "name": "mipnerf360",
15
  "color_space": "srgb",
 
16
  "viewer_transform": [
17
  [
18
- -0.08064000308513641,
19
- 0.06734000146389008,
20
- 0.21231000125408173,
21
- 0.021689999848604202
22
  ],
23
  [
24
- -0.2227099984884262,
25
- -0.021369999274611473,
26
- -0.07780999690294266,
27
- 0.005189999938011169
28
  ],
29
  [
30
- -0.0029700000304728746,
31
- -0.22609999775886536,
32
- 0.07058999687433243,
33
- 0.021379999816417694
34
  ],
35
  [
36
  0.0,
@@ -41,51 +99,90 @@
41
  ],
42
  "viewer_initial_pose": [
43
  [
44
- 0.28468000888824463,
45
- 0.08608999848365784,
46
- -0.9547500014305115,
47
- 0.7424899935722351
48
  ],
49
  [
50
- 0.9584400057792664,
51
- -0.006300000008195639,
52
- 0.2852100133895874,
53
- -0.2430499941110611
54
  ],
55
  [
56
- 0.018540000542998314,
57
- -0.9962700009346008,
58
- -0.08431000262498856,
59
- -0.09376999735832214
60
  ]
61
  ],
62
  "scene": "flowers",
63
- "expected_scene_scale": 4.103285694122315,
64
- "type": "object-centric",
65
- "evaluation_protocol": "default"
66
  },
67
- "evaluation_protocol": "default",
68
- "color_space": "srgb",
69
- "expected_scene_scale": 4.103285694122315,
70
- "dataset_background_color": null,
71
- "checkpoint_sha256": "d8812ab0330710f4585d9af46c9a7033f1f5e9bf97b9d49a8466621253e3e7d0"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
72
  },
 
 
73
  "metrics": {
74
- "psnr": 21.73907,
75
- "ssim": 0.63875,
76
- "mae": 0.05535,
77
- "mse": 0.00693,
78
- "lpips": 0.24835
 
79
  },
80
  "metrics_raw": {
81
- "psnr": "RJakQUqepUGzep9B9FKmQT6Qm0GMvatBwomhQeJ6qkEU57FBpeOzQeezvkHx67NBebi1QSizsEGJarJBhLi8QeMsskFAsrFBkKW0Qe6HtUEcTqxBtGqmQQ==",
82
- "ssim": "GgoKP+SPEz9uywA/hhkVPwDt9j7AMRo/IIcGPxklIT//byc/7rA3PyF3OD805yE/CFkvPxIHLj8z0SM/Q+s7P5N+ND9A6i8/OXwyP8spOD+QAjI/Ze4kPw==",
83
- "mae": "5nyGPbR/ej2KpIw9/UZ3PcPplD3MdGQ9XICDPQGsZD3bM1M9FL5FPUOKMD3zqFI9WKxNPVu2Wj0gflg9TqU8PT3HTT1mUVk92DtQPY/JRT0+DWE9wDtyPQ==",
84
- "mse": "hZMPPH9gCzxgUCY8DJMIPOgnOjwpuOk7sb4cPJla8jv6u8M7Otu4Oylqhzscr7g7ZF2vOxWhyjvP3MA7NF2POzs0wjt45sQ7p960OxdTsDuS8+U70DUIPA==",
85
- "lpips": "V8yaPvH9jT5UFKk+v5KnPoqOsD7yj4c+hDa+PjxLcj7OFYc+ZHM2PuSKGD4+XY4+wzdxPkiqWT6RMGM+esdFPkBmQT4feE0+1MxQPtibIT7nE4Y+uO+GPg=="
 
86
  },
87
- "metrics_sha256": "d03748ce850476ca520937a9a477ea295bed0ee0b6fec3fded05d46f2b146a72",
88
- "predictions_sha256": "3c35e32cf148fb1b78447f8e5f8cbcefc14e4bb5cc79744aa8d5a424f1370b17",
89
  "ground_truth_sha256": "566dc093bfaba9c68627f730c7af40f47ef1ddee0e9d4cc07d7a745ccd63d0bb",
90
- "evaluation_protocol": "default"
91
  }
 
1
  {
2
+ "render_datetime": "2024-06-19T22:43:29",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "mipnerf360",
6
+ "color_space": "srgb",
7
+ "evaluation_protocol": "nerf",
8
+ "viewer_transform": [
9
+ [
10
+ -0.080642,
11
+ 0.067344,
12
+ 0.212306,
13
+ 0.02169
14
+ ],
15
+ [
16
+ -0.222711,
17
+ -0.021373,
18
+ -0.077814,
19
+ 0.005192
20
+ ],
21
+ [
22
+ -0.002966,
23
+ -0.226097,
24
+ 0.070592,
25
+ 0.02138
26
+ ],
27
+ [
28
+ 0.0,
29
+ 0.0,
30
+ 0.0,
31
+ 1.0
32
+ ]
33
+ ],
34
+ "viewer_initial_pose": [
35
+ [
36
+ 0.284679,
37
+ 0.086091,
38
+ -0.954749,
39
+ 0.742489
40
+ ],
41
+ [
42
+ 0.958444,
43
+ -0.006299,
44
+ 0.285213,
45
+ -0.243045
46
+ ],
47
+ [
48
+ 0.01854,
49
+ -0.996267,
50
+ -0.084307,
51
+ -0.093769
52
+ ]
53
+ ],
54
+ "scene": "flowers",
55
+ "downscale_factor": 4,
56
+ "expected_scene_scale": 4.103286,
57
+ "type": "object-centric"
58
+ },
59
+ "nb_info": {
60
  "method": "gaussian-opacity-fields",
 
61
  "num_iterations": 30000,
62
+ "total_train_time": 3205.51755,
63
  "resources_utilization": {
64
+ "memory": 6515,
65
+ "gpu_memory": 34436,
66
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
67
  },
68
+ "datetime": "2024-06-07T12:34:02+0200",
69
  "config_overrides": {},
70
  "dataset_metadata": {
71
  "name": "mipnerf360",
72
  "color_space": "srgb",
73
+ "evaluation_protocol": "nerf",
74
  "viewer_transform": [
75
  [
76
+ -0.080642,
77
+ 0.067344,
78
+ 0.212306,
79
+ 0.02169
80
  ],
81
  [
82
+ -0.222711,
83
+ -0.021373,
84
+ -0.077814,
85
+ 0.005192
86
  ],
87
  [
88
+ -0.002966,
89
+ -0.226097,
90
+ 0.070592,
91
+ 0.02138
92
  ],
93
  [
94
  0.0,
 
99
  ],
100
  "viewer_initial_pose": [
101
  [
102
+ 0.284679,
103
+ 0.086091,
104
+ -0.954749,
105
+ 0.742489
106
  ],
107
  [
108
+ 0.958444,
109
+ -0.006299,
110
+ 0.285213,
111
+ -0.243045
112
  ],
113
  [
114
+ 0.01854,
115
+ -0.996267,
116
+ -0.084307,
117
+ -0.093769
118
  ]
119
  ],
120
  "scene": "flowers",
121
+ "downscale_factor": 4,
122
+ "expected_scene_scale": 4.103286,
123
+ "type": "object-centric"
124
  },
125
+ "evaluation_protocol": "nerf",
126
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
127
+ "hparams": {
128
+ "sh_degree": 3,
129
+ "white_background": false,
130
+ "kernel_size": 0.0,
131
+ "ray_jitter": false,
132
+ "resample_gt_image": false,
133
+ "load_allres": false,
134
+ "sample_more_highres": false,
135
+ "use_decoupled_appearance": false,
136
+ "scale_coords": null,
137
+ "iterations": 30000,
138
+ "position_lr_init": 0.00016,
139
+ "position_lr_final": 1.6e-06,
140
+ "position_lr_delay_mult": 0.01,
141
+ "position_lr_max_steps": 30000,
142
+ "feature_lr": 0.0025,
143
+ "opacity_lr": 0.05,
144
+ "scaling_lr": 0.005,
145
+ "rotation_lr": 0.001,
146
+ "appearance_embeddings_lr": 0.001,
147
+ "appearance_network_lr": 0.001,
148
+ "percent_dense": 0.01,
149
+ "lambda_dssim": 0.2,
150
+ "lambda_distortion": 100,
151
+ "lambda_depth_normal": 0.05,
152
+ "distortion_from_iter": 15000,
153
+ "depth_normal_from_iter": 15000,
154
+ "densification_interval": 100,
155
+ "opacity_reset_interval": 3000,
156
+ "densify_from_iter": 500,
157
+ "densify_until_iter": 15000,
158
+ "densify_grad_threshold": 0.0002,
159
+ "convert_SHs_python": false,
160
+ "compute_cov3D_python": false,
161
+ "compute_view2gaussian_python": false,
162
+ "debug": false
163
+ },
164
+ "checkpoint_sha256": "02d19e980ad0043aa6dc9b15dfc5212d298f631cfa26ffa12547e4740171f5fd"
165
  },
166
+ "evaluate_datetime": "2024-06-19T22:44:01",
167
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
168
  "metrics": {
169
+ "psnr": 21.70954,
170
+ "ssim": 0.63872,
171
+ "mae": 0.05548,
172
+ "mse": 0.00698,
173
+ "lpips": 0.25141,
174
+ "lpips_vgg": 0.30818
175
  },
176
  "metrics_raw": {
177
+ "psnr": "/Z6lQbWVpUHc2aBBzAOiQRXDm0EEZKtBdQOhQRLOqkG4XbBB8o20QWwZvkGqxrJB+aS1QY/ar0HJKLJBmqm8QfrVskGVvbFBQKO0Qf2+tUE8G6xBSqemQQ==",
178
+ "ssim": "VKgKPxqyEj/EaAE/DRgVP6wl+T6lmhk/Cy0HP2F+IT/xvic/WUk4P9k5OD+NhCA/Xk0vP4toLT+YLCM/J9A7P0QSND+r+S8/qG8yPzKwOD/bwjE/oSIlPw==",
179
+ "mae": "IxGFPUH6ej1+OYo9R4uCPeW8kj310mQ9eJ2EPRTIYz3GTFc9jepEPRjHMT3NWlY9Dg5OPey1XD2v1lg9c307PZKBTj3asFg9XdFPPXi8RD2OOGE9HnxxPQ==",
180
+ "mse": "sF0LPPOCCzwm4B885JsaPEoYOTx6Few7MiEfPP4Y8DvElcw7xFm1O4PJiTsM4L4777+vO8+fzzsnS8I7zZqPOwCMvjtLpsQ7r+q0O4c8rzs6Rec7G0kHPA==",
181
+ "lpips": "4/6gPj3/kD5QUao+wuWlPmYcuz5UqIo+pQzEPl2qdT4iXoc+8Xc1PqQqGT6s148++rNvPljXXD64GGc+EmxEPsR/QT6e6Ew+3s1QPk6wIz4Q8IQ+pCCIPg==",
182
+ "lpips_vgg": "cYe0Pi24qT5WOL0+dHCqPnWMwz4gqaQ+ysi8PlbFlj7jl5E+eTyDPi5shD7oDaQ+JcGWPrGhjT6Q+ZI+gvaFPu6JmT44rJo+oHyPPowJjD70FKY+QTGdPg=="
183
  },
184
+ "metrics_sha256": "a368b7fe9cd9111b75ff6b5d4618485da719a57ccc19a758947eaf50e47294d6",
185
+ "predictions_sha256": "2f81c9c79011091a8e5783e9c90eb7a9741a1f84d42cc7c696a8510f5f6737a7",
186
  "ground_truth_sha256": "566dc093bfaba9c68627f730c7af40f47ef1ddee0e9d4cc07d7a745ccd63d0bb",
187
+ "evaluation_protocol": "nerf"
188
  }
gaussian-opacity-fields/mipnerf360/flowers.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:f69f8cbdbf9e2f55d3aa09936bf62a312d504e40ba778b57e943e9e2a8beaea4
3
- size 3574976587
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:626733661819d0589f3ba8b358cf01d59aaecb7397f56a3476efbcc2b9c7202d
3
+ size 3530379852
gaussian-opacity-fields/mipnerf360/flowers.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ 626733661819d0589f3ba8b358cf01d59aaecb7397f56a3476efbcc2b9c7202d
gaussian-opacity-fields/mipnerf360/garden.json CHANGED
@@ -1,36 +1,94 @@
1
  {
2
- "info": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  "method": "gaussian-opacity-fields",
4
- "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
5
  "num_iterations": 30000,
6
- "total_train_time": 4386.41091,
7
  "resources_utilization": {
8
- "memory": 8678,
9
- "gpu_memory": 34112
 
10
  },
11
- "datetime": "2024-06-01T17:20:05+0200",
12
  "config_overrides": {},
13
  "dataset_metadata": {
14
  "name": "mipnerf360",
15
  "color_space": "srgb",
 
16
  "viewer_transform": [
17
  [
18
- -0.05739999935030937,
19
- 0.10811000317335129,
20
- -0.2015399932861328,
21
- 0.08172000199556351
22
  ],
23
  [
24
- 0.22869999706745148,
25
- 0.025219999253749847,
26
- -0.05161000043153763,
27
- -0.07625000178813934
28
  ],
29
  [
30
- -0.0021100000012665987,
31
- -0.20803000032901764,
32
- -0.1109900027513504,
33
- 0.4365200102329254
34
  ],
35
  [
36
  0.0,
@@ -41,51 +99,90 @@
41
  ],
42
  "viewer_initial_pose": [
43
  [
44
- -0.24556000530719757,
45
- 0.19296999275684357,
46
- -0.9499800205230713,
47
- 1.0369700193405151
48
  ],
49
  [
50
- 0.9691699743270874,
51
- 0.02841999940574169,
52
- -0.2447499930858612,
53
- 0.24010999500751495
54
  ],
55
  [
56
- -0.020230000838637352,
57
- -0.9807900190353394,
58
- -0.1940000057220459,
59
- 0.17059999704360962
60
  ]
61
  ],
62
  "scene": "garden",
63
- "expected_scene_scale": 4.110424518585205,
64
- "type": "object-centric",
65
- "evaluation_protocol": "default"
66
  },
67
- "evaluation_protocol": "default",
68
- "color_space": "srgb",
69
- "expected_scene_scale": 4.110424518585205,
70
- "dataset_background_color": null,
71
- "checkpoint_sha256": "c31be4d650c990a693269c5bd9855268185eb6e666b2da751844f59a32a0ee93"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
72
  },
 
 
73
  "metrics": {
74
- "psnr": 27.54536,
75
- "ssim": 0.87401,
76
- "mae": 0.02725,
77
- "mse": 0.00219,
78
- "lpips": 0.0733
 
79
  },
80
  "metrics_raw": {
81
- "psnr": "fpLAQUAJvUGCPt9BTO7EQbyTnEFa/d1B9sftQbeB6kFYhttBdlbfQXm920HFs+ZBXIjeQeAH8UEmOu9BrsLOQZgG30E8vvlBnt7gQdDs70Fg6uxBuyzRQULu2UFaoedB",
82
- "ssim": "ZghYP6HeSD+l1Fw/9ptRP4HcSD/vzGE/C11pP4m/aj+ryV8/k/FfP4UiZj+1gWY/ts9eP0ClZz/x0GU/GTtTP6xmWj9xE2w/qMZnP29qaz+NWWc/mlJYP4+jXj+f7Gc/",
83
- "mae": "m0gPPZbXGz38MtM8HJgRPfFKSj2Upcg8cP2vPOesuDwsM9k8bpfOPL+fxzwAAMI8k/zWPOM+qjxbH7Y8wMD8PMMB3Dwv1Jk8uRbpPLtDsTzx6bI8IHbwPCw89DwWS848",
84
- "mse": "IVKAO5IRjjvITdQ6IGJiO6LNNDwYHNw6TLeLOiOGmTrlSuw6mLvTOiTV6jpBSqs6TbLYOiV7fjozBYY6G5kqO4Gk1ToKCkY6rpnKOulagzqPPY86YiUfO/li9zpxxqY6",
85
- "lpips": "Fx6oPXiV5j23MZU9DiimPf6e9T2pqpg9dnB3PZNjXT2+H5I9OB+UPVtvij1usnc9raqfPfx8gT0Jy3k95IOhPWmboj0uCII9BFWIPa9+kD2xSYE9Xb+hPT48jD13l249"
 
86
  },
87
- "metrics_sha256": "bcd83fa34c7426dfd7488c4be00582d3b2b877d28eb46e67366d05bcccf94220",
88
- "predictions_sha256": "6ff9a7fb2b49454770a975d7be4377e0f21a4a8ab534ac1f4ef731c7f5880517",
89
  "ground_truth_sha256": "d005b4c083846158cd38d9255dda8b6d4f23aa71d00f75ad900ff9a32443905a",
90
- "evaluation_protocol": "default"
91
  }
 
1
  {
2
+ "render_datetime": "2024-06-19T22:45:49",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "mipnerf360",
6
+ "color_space": "srgb",
7
+ "evaluation_protocol": "nerf",
8
+ "viewer_transform": [
9
+ [
10
+ -0.057403,
11
+ 0.10811,
12
+ -0.201541,
13
+ 0.081719
14
+ ],
15
+ [
16
+ 0.228696,
17
+ 0.025217,
18
+ -0.051611,
19
+ -0.076247
20
+ ],
21
+ [
22
+ -0.002109,
23
+ -0.208033,
24
+ -0.110992,
25
+ 0.436519
26
+ ],
27
+ [
28
+ 0.0,
29
+ 0.0,
30
+ 0.0,
31
+ 1.0
32
+ ]
33
+ ],
34
+ "viewer_initial_pose": [
35
+ [
36
+ -0.245561,
37
+ 0.192971,
38
+ -0.94998,
39
+ 1.03697
40
+ ],
41
+ [
42
+ 0.96917,
43
+ 0.02842,
44
+ -0.244748,
45
+ 0.240112
46
+ ],
47
+ [
48
+ -0.020231,
49
+ -0.980793,
50
+ -0.194001,
51
+ 0.170598
52
+ ]
53
+ ],
54
+ "scene": "garden",
55
+ "downscale_factor": 4,
56
+ "expected_scene_scale": 4.110425,
57
+ "type": "object-centric"
58
+ },
59
+ "nb_info": {
60
  "method": "gaussian-opacity-fields",
 
61
  "num_iterations": 30000,
62
+ "total_train_time": 4411.52887,
63
  "resources_utilization": {
64
+ "memory": 8690,
65
+ "gpu_memory": 35420,
66
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
67
  },
68
+ "datetime": "2024-06-07T12:54:03+0200",
69
  "config_overrides": {},
70
  "dataset_metadata": {
71
  "name": "mipnerf360",
72
  "color_space": "srgb",
73
+ "evaluation_protocol": "nerf",
74
  "viewer_transform": [
75
  [
76
+ -0.057403,
77
+ 0.10811,
78
+ -0.201541,
79
+ 0.081719
80
  ],
81
  [
82
+ 0.228696,
83
+ 0.025217,
84
+ -0.051611,
85
+ -0.076247
86
  ],
87
  [
88
+ -0.002109,
89
+ -0.208033,
90
+ -0.110992,
91
+ 0.436519
92
  ],
93
  [
94
  0.0,
 
99
  ],
100
  "viewer_initial_pose": [
101
  [
102
+ -0.245561,
103
+ 0.192971,
104
+ -0.94998,
105
+ 1.03697
106
  ],
107
  [
108
+ 0.96917,
109
+ 0.02842,
110
+ -0.244748,
111
+ 0.240112
112
  ],
113
  [
114
+ -0.020231,
115
+ -0.980793,
116
+ -0.194001,
117
+ 0.170598
118
  ]
119
  ],
120
  "scene": "garden",
121
+ "downscale_factor": 4,
122
+ "expected_scene_scale": 4.110425,
123
+ "type": "object-centric"
124
  },
125
+ "evaluation_protocol": "nerf",
126
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
127
+ "hparams": {
128
+ "sh_degree": 3,
129
+ "white_background": false,
130
+ "kernel_size": 0.0,
131
+ "ray_jitter": false,
132
+ "resample_gt_image": false,
133
+ "load_allres": false,
134
+ "sample_more_highres": false,
135
+ "use_decoupled_appearance": false,
136
+ "scale_coords": null,
137
+ "iterations": 30000,
138
+ "position_lr_init": 0.00016,
139
+ "position_lr_final": 1.6e-06,
140
+ "position_lr_delay_mult": 0.01,
141
+ "position_lr_max_steps": 30000,
142
+ "feature_lr": 0.0025,
143
+ "opacity_lr": 0.05,
144
+ "scaling_lr": 0.005,
145
+ "rotation_lr": 0.001,
146
+ "appearance_embeddings_lr": 0.001,
147
+ "appearance_network_lr": 0.001,
148
+ "percent_dense": 0.01,
149
+ "lambda_dssim": 0.2,
150
+ "lambda_distortion": 100,
151
+ "lambda_depth_normal": 0.05,
152
+ "distortion_from_iter": 15000,
153
+ "depth_normal_from_iter": 15000,
154
+ "densification_interval": 100,
155
+ "opacity_reset_interval": 3000,
156
+ "densify_from_iter": 500,
157
+ "densify_until_iter": 15000,
158
+ "densify_grad_threshold": 0.0002,
159
+ "convert_SHs_python": false,
160
+ "compute_cov3D_python": false,
161
+ "compute_view2gaussian_python": false,
162
+ "debug": false
163
+ },
164
+ "checkpoint_sha256": "b0cf9e58e8b02e04b9c2e43e16ab808543f96469eaa360d5d6dd97512ed1b8d1"
165
  },
166
+ "evaluate_datetime": "2024-06-19T22:46:23",
167
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
168
  "metrics": {
169
+ "psnr": 27.54608,
170
+ "ssim": 0.87391,
171
+ "mae": 0.0273,
172
+ "mse": 0.0022,
173
+ "lpips": 0.07321,
174
+ "lpips_vgg": 0.1148
175
  },
176
  "metrics_raw": {
177
+ "psnr": "Zq+8QYCevUGXGuBBkOTFQW9SnEFUfd1Bq6ztQd156kGRHdxBeOHeQSzL3EHYKehBKlzeQWYN8UFBeu9ByabPQatn3kFaq/lBlvLgQdjc60EaN+1B8hfSQUCQ20FdVehB",
178
+ "ssim": "k9dXP57hSD+14lw/zXdRP/SRSD/51WE/UTBpP8LSaj+C3F8/wNFfP5srZj/wgGY/r7deP9yaZz+S02U/01lTP19UWj+vImw/ochnP60/az/pVWc/nXBYP7C1Xj/t/mc/",
179
+ "mae": "kMUSPaMSGz0f3NI8OQsQPfNOTD3alMg8LJWvPDXCujxsatg883jOPCrkxzz6UL08yGPXPD7PqTzVpLU8zkv3PE7a3jyL9Jk8DzXoPCShyTztu7I8qZnuPFJw7Dy6Xss8",
180
+ "mse": "2oKPO160iztyHc86hDNcO7kiNjwFTd86OyWMOtWomTokT+g6R4nWOpjR4zpDPKQ6nMbZOrNSfjrODoU6TUcmO4p+2TrLdUY6VCXKOsulkzqcAo46Fv4aO40H7DoNb6M6",
181
+ "lpips": "5gurPVd54z0IA5I9BG2mPRYw+j37v5c9cx59PY0JWD26vpI9aN+SPTkwiz2oCXQ9diegPcxigj11T3w96W6ePaIzpD0TLIE9pXeGPa2bkD2cBYM9UpygPeyXiD0FS3A9",
182
+ "lpips_vgg": "QE4MPmz/IT7wLfA9974MPu4CND5K+eo9uGnPPZl4yj0SbeI9gvTYPfb80j0aiNI9mMLtPfa2xj2O9889YjX0PafZ4T3dxsc9EgjdPc024T0mDMw9RMr4Pd/q4D2xg9A9"
183
  },
184
+ "metrics_sha256": "0a9cff8c832f7bdff3aa24f98e35000d8428382e256124b5d044585b12f59d20",
185
+ "predictions_sha256": "501f086941a35c3dcf6201bf9a6d09d4b8b9f372213b466e29909123ccab40f9",
186
  "ground_truth_sha256": "d005b4c083846158cd38d9255dda8b6d4f23aa71d00f75ad900ff9a32443905a",
187
+ "evaluation_protocol": "nerf"
188
  }
gaussian-opacity-fields/mipnerf360/garden.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:70b128e28c7eb219edb99885309cb9ea843cbf9e1359357b8f04965eb50a432c
3
- size 4708273948
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5c5a14a21e6c55451469a9f692a696408e201a892e616b86d6c5f2e226268d89
3
+ size 4702118243
gaussian-opacity-fields/mipnerf360/garden.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ 5c5a14a21e6c55451469a9f692a696408e201a892e616b86d6c5f2e226268d89
gaussian-opacity-fields/mipnerf360/kitchen.json CHANGED
@@ -1,36 +1,94 @@
1
  {
2
- "info": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  "method": "gaussian-opacity-fields",
4
- "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
5
  "num_iterations": 30000,
6
- "total_train_time": 4344.48176,
7
  "resources_utilization": {
8
- "memory": 5417,
9
- "gpu_memory": 23214
 
10
  },
11
- "datetime": "2024-06-01T17:15:29+0200",
12
  "config_overrides": {},
13
  "dataset_metadata": {
14
  "name": "mipnerf360",
15
  "color_space": "srgb",
 
16
  "viewer_transform": [
17
  [
18
- 0.2139900028705597,
19
- -0.041099999099969864,
20
- 0.05964000150561333,
21
- 0.06971000134944916
22
  ],
23
  [
24
- -0.07235000282526016,
25
- -0.12997999787330627,
26
- 0.17002999782562256,
27
- -0.051649998873472214
28
  ],
29
  [
30
- 0.003379999892786145,
31
- -0.18015000224113464,
32
- -0.13628000020980835,
33
- 0.5244200229644775
34
  ],
35
  [
36
  0.0,
@@ -41,51 +99,90 @@
41
  ],
42
  "viewer_initial_pose": [
43
  [
44
- 0.30548998713493347,
45
- -0.2667199969291687,
46
- 0.914080023765564,
47
- -0.8023099899291992
48
  ],
49
  [
50
- -0.9502000212669373,
51
- -0.14753000438213348,
52
- 0.274509996175766,
53
- -0.17083999514579773
54
  ],
55
  [
56
- 0.06164000183343887,
57
- -0.9524099826812744,
58
- -0.29850998520851135,
59
- 0.26791998744010925
60
  ]
61
  ],
62
  "scene": "kitchen",
63
- "expected_scene_scale": 4.202854251861573,
64
- "type": "object-centric",
65
- "evaluation_protocol": "default"
66
  },
67
- "evaluation_protocol": "default",
68
- "color_space": "srgb",
69
- "expected_scene_scale": 4.202854251861573,
70
- "dataset_background_color": null,
71
- "checkpoint_sha256": "a3c5b8553da2c3738bfbfb52a88cf339ae9d6341ebe99411b32428cb3dabccbf"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
72
  },
 
 
73
  "metrics": {
74
- "psnr": 31.28884,
75
- "ssim": 0.92471,
76
- "mae": 0.0175,
77
- "mse": 0.00083,
78
- "lpips": 0.0958
 
79
  },
80
  "metrics_raw": {
81
- "psnr": "s87TQVD55kFEbQFCKTz6QUfc80EI6fFBlkzjQccP8kH0wu1Bnw39QTFTBEKR+fxB5G3rQWYSBkJfpPJB0Ir0QZjRAEKiJwNCNBP6QfsDBELYFwVCrrUDQovIBkLl9ARCK2P9QRhKAUK8ywZCxm7YQfVN/kECxfhByJ4BQk26/UHhGwlCB9TyQdJ14EE=",
82
- "ssim": "IHtpP1L7bz9YGXM/Ct5zP9jNcj/N4m8/uW5NP2C0cj+8jWo/8yJvP3eIcz9fRmg/uPVvP2YMdD8vdnA/ClFyPyBCcD/7E28/GVxrP8KKcT+9QHE/hAtwP3PvcT+J2XA/U/pyP9atcj8IMnM/6dVBP7svcz+iLmw/JsBxP4ZFbz8H1nQ/kHxqPykkQz8=",
83
- "mae": "BiuzPPY3gTzzpV48gMiLPJCRjzweiIU8V9/MPPkvhzzMNZ08+YuLPMTbgDz5y5I8zUO5PB/3bDzbZKE8AeZlPDXubTzVvYM8aC2VPNGEfDz0cHA8vhhxPMudYDynyXU8C8aOPG+xjTxpIWA8s8vrPMumjDzgdJ88WBKJPDhdgjyt3V08wv2YPBRw3jw=",
84
- "mse": "RYgTO770qToKXBg6S0FDOomTajqrHng6sOq8OpIKdzpzy4s62wo0OsryADrncjQ6Q4CVOl456TnG8nI6oQRmOoHJHTry7gk6/ydEOgdEAzqwvfY56ZgFOl7d3zkUsPg5sFEyOreRGTpAtN85oSQBO2OsLTq2qks6KawWOqaUMDrL0MM5aqZxOmAAzTo=",
85
- "lpips": "aFLKPfA+kT1HLGA94NNVPV40iT2Ijq89+7pIPm1Jjz37s9M9VFr3PceipD1wye49GvLIPYccoD0wA7Q9TIaaPVj5gD3skrc9df7IPeIiqj1nWrI94MqkPcL0kT3Ch6c9UNKgPbCKnD3hmKA92kSCPo7cdD3XIcY96aawPfodyD3wQ5I9XoPuPb7XZz4="
 
86
  },
87
- "metrics_sha256": "b326d93351bcc0ce0dd0e8bbe3580085e348ea6e868678117c5fd1e6a089b067",
88
- "predictions_sha256": "dd92692e92b6ea82f8088fe7d8362da24738bb1abf219155b8b9582d4ea65461",
89
  "ground_truth_sha256": "ecf57d62ed12265518dca292475c9498d3a8e92b2221c8ff94ec71d3e0cd33c9",
90
- "evaluation_protocol": "default"
91
  }
 
1
  {
2
+ "render_datetime": "2024-06-19T22:47:29",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "mipnerf360",
6
+ "color_space": "srgb",
7
+ "evaluation_protocol": "nerf",
8
+ "viewer_transform": [
9
+ [
10
+ 0.21399,
11
+ -0.041104,
12
+ 0.059635,
13
+ 0.069708
14
+ ],
15
+ [
16
+ -0.07235,
17
+ -0.129978,
18
+ 0.170027,
19
+ -0.051655
20
+ ],
21
+ [
22
+ 0.003375,
23
+ -0.18015,
24
+ -0.13628,
25
+ 0.524424
26
+ ],
27
+ [
28
+ 0.0,
29
+ 0.0,
30
+ 0.0,
31
+ 1.0
32
+ ]
33
+ ],
34
+ "viewer_initial_pose": [
35
+ [
36
+ 0.305489,
37
+ -0.266724,
38
+ 0.914076,
39
+ -0.802313
40
+ ],
41
+ [
42
+ -0.950198,
43
+ -0.147533,
44
+ 0.274512,
45
+ -0.170843
46
+ ],
47
+ [
48
+ 0.061638,
49
+ -0.952414,
50
+ -0.29851,
51
+ 0.26792
52
+ ]
53
+ ],
54
+ "scene": "kitchen",
55
+ "downscale_factor": 2,
56
+ "expected_scene_scale": 4.202854,
57
+ "type": "object-centric"
58
+ },
59
+ "nb_info": {
60
  "method": "gaussian-opacity-fields",
 
61
  "num_iterations": 30000,
62
+ "total_train_time": 4349.81452,
63
  "resources_utilization": {
64
+ "memory": 5440,
65
+ "gpu_memory": 23508,
66
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
67
  },
68
+ "datetime": "2024-06-07T12:52:50+0200",
69
  "config_overrides": {},
70
  "dataset_metadata": {
71
  "name": "mipnerf360",
72
  "color_space": "srgb",
73
+ "evaluation_protocol": "nerf",
74
  "viewer_transform": [
75
  [
76
+ 0.21399,
77
+ -0.041104,
78
+ 0.059635,
79
+ 0.069708
80
  ],
81
  [
82
+ -0.07235,
83
+ -0.129978,
84
+ 0.170027,
85
+ -0.051655
86
  ],
87
  [
88
+ 0.003375,
89
+ -0.18015,
90
+ -0.13628,
91
+ 0.524424
92
  ],
93
  [
94
  0.0,
 
99
  ],
100
  "viewer_initial_pose": [
101
  [
102
+ 0.305489,
103
+ -0.266724,
104
+ 0.914076,
105
+ -0.802313
106
  ],
107
  [
108
+ -0.950198,
109
+ -0.147533,
110
+ 0.274512,
111
+ -0.170843
112
  ],
113
  [
114
+ 0.061638,
115
+ -0.952414,
116
+ -0.29851,
117
+ 0.26792
118
  ]
119
  ],
120
  "scene": "kitchen",
121
+ "downscale_factor": 2,
122
+ "expected_scene_scale": 4.202854,
123
+ "type": "object-centric"
124
  },
125
+ "evaluation_protocol": "nerf",
126
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
127
+ "hparams": {
128
+ "sh_degree": 3,
129
+ "white_background": false,
130
+ "kernel_size": 0.0,
131
+ "ray_jitter": false,
132
+ "resample_gt_image": false,
133
+ "load_allres": false,
134
+ "sample_more_highres": false,
135
+ "use_decoupled_appearance": false,
136
+ "scale_coords": null,
137
+ "iterations": 30000,
138
+ "position_lr_init": 0.00016,
139
+ "position_lr_final": 1.6e-06,
140
+ "position_lr_delay_mult": 0.01,
141
+ "position_lr_max_steps": 30000,
142
+ "feature_lr": 0.0025,
143
+ "opacity_lr": 0.05,
144
+ "scaling_lr": 0.005,
145
+ "rotation_lr": 0.001,
146
+ "appearance_embeddings_lr": 0.001,
147
+ "appearance_network_lr": 0.001,
148
+ "percent_dense": 0.01,
149
+ "lambda_dssim": 0.2,
150
+ "lambda_distortion": 100,
151
+ "lambda_depth_normal": 0.05,
152
+ "distortion_from_iter": 15000,
153
+ "depth_normal_from_iter": 15000,
154
+ "densification_interval": 100,
155
+ "opacity_reset_interval": 3000,
156
+ "densify_from_iter": 500,
157
+ "densify_until_iter": 15000,
158
+ "densify_grad_threshold": 0.0002,
159
+ "convert_SHs_python": false,
160
+ "compute_cov3D_python": false,
161
+ "compute_view2gaussian_python": false,
162
+ "debug": false
163
+ },
164
+ "checkpoint_sha256": "b22d75347ce7f81a19ed778be514162b8958ea18591234ccd80e6d94bce118fc"
165
  },
166
+ "evaluate_datetime": "2024-06-19T22:48:47",
167
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
168
  "metrics": {
169
+ "psnr": 31.2258,
170
+ "ssim": 0.92461,
171
+ "mae": 0.01753,
172
+ "mse": 0.00084,
173
+ "lpips": 0.09622,
174
+ "lpips_vgg": 0.15845
175
  },
176
  "metrics_raw": {
177
+ "psnr": "9jvWQVK+5EH3LvtBnwv2QTyR70Hk7u1BJpbhQeTq6EEWLPFBz2T8QcwBBULsivxBoNHrQYLlBkKVefZBV8L5QQL6/0GamgFCjtf7QWFZ/0E9OQVC4bwDQmTRBkLN9ARCXcb+QU6BAUIRtAZCMCXYQT9bAkKsb/pBQdgBQpec/UH7CAlCUOLyQZt04EE=",
178
+ "ssim": "UpFpP2DJbz9cu3I/p3FzP1mXcj8aum8/CIFNP8iecj+toWo/YfpuP7qTcz8QWmg/9f9vP3kPdD9Ef3A/Y81yP55AcD8rym4/fmFrP0YpcT+fVHE/HhFwP+r3cT9aQHE/vARzP12tcj+LMHM/AZ5BP81Jcz8RVGw/FddxPwJhbz+4z3Q/6TxqP/ANQz8=",
179
+ "mae": "ZbeuPIkpgjyDkGY8cMmNPIX5kTx7HIs8iN/OPOA/ijzEkZw8xU+MPAYpfzxSe5Q8yRq4PB4Pajx146A8MMFePMYgcjy1vYU8CE6VPIS/gTz6vG88uyRyPPkDYTz0vHU81yyNPNkajTzS8V88VGXtPADthjzXAZw8Wa2HPK6hgjyWVV48u4yZPP3M3jw=",
180
+ "mse": "PJQJO3g5tTo+/z06VUdcOuu2hDoZG4s6a3bGOo61oDpxcn06AX43OqT39zkitTY6gtWTOllp3jl1klk6oPJFOl6DJTps0BY6+W06OoeHKDol5fQ5mGEFOn9r3zlvsfg5llYrOqesFzrc5eA5RjcCO6prEDqpIEI64LwUOucrMTpDpsQ5L0NxOokHzTo=",
181
+ "lpips": "qMnGPTE6kT3S5Gk9NPJaPf82iz3fp689/fVJPsrukD2KatU99Cn5PXpBpT1bBvE9REzJPSfnoD2g77Q9hPCWPda9gD27RLo9pq3IPUg1rj2z4bM9pUOlPSdVkj2kQKE9ZLWgPcLFmz22t6A99vqCPsy8dD3jCsY9EsCxPXTnyT2db5Q9hYbyPZx1aD4=",
182
+ "lpips_vgg": "hLYsPpSDAj4qpQA+8VniPagt8z3Eghc+0Ip2Pm583z1ATks+BMcnPvz3ID5cWTw+QP0RPhyxKz6eDgU+fQkcPrnpDz6SJRg+I54RPjU+Bz7noQA+KGQVPgMkBT7Bsi0+tmnoPcJ0zT0HAQY+PlydPjpQrz2Q5x0+woYTPtorST49yjE+teNlPrD/qz4="
183
  },
184
+ "metrics_sha256": "a84b1098ac80223610bb6861ae83525065605a8652994c8871fd75abcd4b29cb",
185
+ "predictions_sha256": "70c5f26bdd7dacbd1b2c0c8fce0b5930d4dfa1367e8e2f95c32913dac06beb55",
186
  "ground_truth_sha256": "ecf57d62ed12265518dca292475c9498d3a8e92b2221c8ff94ec71d3e0cd33c9",
187
+ "evaluation_protocol": "nerf"
188
  }
gaussian-opacity-fields/mipnerf360/kitchen.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:6a2fd889139e8ff63045105e3717d460224e469f8e26bf4e42c74e02f4600ffd
3
- size 1445100756
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:07bb0bd2da03b82e3a1045c54c38d87f23b86a7318131d237388262c4c97b653
3
+ size 1432777301
gaussian-opacity-fields/mipnerf360/kitchen.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ 07bb0bd2da03b82e3a1045c54c38d87f23b86a7318131d237388262c4c97b653
gaussian-opacity-fields/mipnerf360/room.json CHANGED
@@ -1,36 +1,94 @@
1
  {
2
- "info": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  "method": "gaussian-opacity-fields",
4
- "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
5
  "num_iterations": 30000,
6
- "total_train_time": 4122.5468,
7
  "resources_utilization": {
8
- "memory": 5824,
9
- "gpu_memory": 24142
 
10
  },
11
- "datetime": "2024-06-01T17:09:52+0200",
12
  "config_overrides": {},
13
  "dataset_metadata": {
14
  "name": "mipnerf360",
15
  "color_space": "srgb",
 
16
  "viewer_transform": [
17
  [
18
- 0.021719999611377716,
19
- -0.08031000196933746,
20
- 0.1545100063085556,
21
- 0.07874999940395355
22
  ],
23
  [
24
- -0.1740500032901764,
25
- -0.005369999911636114,
26
- 0.02167999930679798,
27
- 0.06318999826908112
28
  ],
29
  [
30
- -0.005189999938011169,
31
- -0.1559399962425232,
32
- -0.08032000064849854,
33
- 0.27351999282836914
34
  ],
35
  [
36
  0.0,
@@ -41,51 +99,90 @@
41
  ],
42
  "viewer_initial_pose": [
43
  [
44
- -0.43733999133110046,
45
- -0.3448199927806854,
46
- 0.830560028553009,
47
- -0.6116899847984314
48
  ],
49
  [
50
- -0.8992199897766113,
51
- 0.15560999512672424,
52
- -0.4088900089263916,
53
- 0.4080899953842163
54
  ],
55
  [
56
- 0.011749999597668648,
57
- -0.9256799817085266,
58
- -0.3781200051307678,
59
- 0.26458001136779785
60
  ]
61
  ],
62
  "scene": "room",
63
- "expected_scene_scale": 5.420212268829346,
64
- "type": "object-centric",
65
- "evaluation_protocol": "default"
66
  },
67
- "evaluation_protocol": "default",
68
- "color_space": "srgb",
69
- "expected_scene_scale": 5.420212268829346,
70
- "dataset_background_color": null,
71
- "checkpoint_sha256": "425687360d279c523fc859cdcb9729c1c991f638f02e63c956618c5b835577f6"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
72
  },
 
 
73
  "metrics": {
74
- "psnr": 31.01509,
75
- "ssim": 0.91819,
76
- "mae": 0.01775,
77
- "mse": 0.00119,
78
- "lpips": 0.15918
 
79
  },
80
  "metrics_raw": {
81
- "psnr": "vsftQbDEBEKmyAdC4NgKQlBuBUI4PvdBe9MEQuI2AEKmZftB0fcFQurMBkLQ7QtCiUAIQtc1AEL8099Bus4FQn5JAkL7jghCGRwBQtvS7UGwEvlBDqbuQc+7CEJyFeBB8CzyQSHiAEJkot9BMJb5QRqk9UG+FulBeBn2QdujA0I4rNhBdxfyQRRZlUFgsdFBWWHNQcR3/EGi2fZB",
82
- "ssim": "SnVjP5iPaD8bn2o/MP9vP1rYcj/zqW4/i0VvP6xFdD8jY20/ZWJxP9xKcT9E0XA/RwNwP0hpbD9f32w/meVoP6qwbD8fZ28/wGhrP7Cpbj/9lW4/pPdcP4VJcD/xEmc/ojFrPwpibD/WymY/SBNqP8xIZz/i0Gk/qQNjP7coYj/LJmo/WzZqP4pLYz9ln28/ifBfPyQRbj+0XmM/",
83
- "mae": "hqqYPMG0ZTzhVV08kx5JPBtJTDyPm1A8PDyDPGGsTjwxh2o8rb1gPN04STwOQT48zYtVPALFeDw+5pk8i41ePErfgzzRnUE8yIqFPG/IfzxXh3Q8ff+cPGmVTzzxWZc8Yv+YPAsMjDxq5Zc8s2KDPNqSmjxGZbs83fuTPFiigzwkpbk8aSeVPEJPgj3XpsI8BDUJPfdKeDybb5w8",
84
- "mse": "LbiLOuhl+zlDVtM5liuxOWX98TmY0FQ6NpD6OXlfIzod1Tw6Qp/qORWl3zlTeaY5QrfNOVJpIzoFxNA60czsOY//EDpvHso5dCobOoWLizpY5Uk6QkWIOnwXyDkfPM86kDt2OqAzHTrc7tE6ze5GOoDbXjo16586oO9bOkQiBjoHQQA77tN2OoyfXjxNyhw78YIxO/kZNzo2PFc6",
85
- "lpips": "LxwkPmS4FT4BkA4+SlLQPR6z+T2MnPY9M1LFPRyh0T3OfBc+MIv3PbDFzz1Av6k9bv/PPY7EED7GAwE+P00zPqMyDz5LJ+Q98MkwPhHb4j2OHcY9zLOEPul2pD0nQRc+9BgpPqM2KT7v6Bo+cPQwPupUSz5V/iw+drdoPiWuYD6EiBs+7dAVPpSHuD4l/GY+/quQPkwdYT7bpn4+"
 
86
  },
87
- "metrics_sha256": "840753241c068be6fa748f55faa2efbbfac6254a43a4f63db6e639394a47768f",
88
- "predictions_sha256": "5b311d50c517937c37285a952138b236a850730539e5643fa2bfbbab624537b0",
89
  "ground_truth_sha256": "9bdd71e54d0959e907a14b5604f9701af4b6d3d2f724e64cc748b9fba443ec2d",
90
- "evaluation_protocol": "default"
91
  }
 
1
  {
2
+ "render_datetime": "2024-06-19T22:49:39",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "mipnerf360",
6
+ "color_space": "srgb",
7
+ "evaluation_protocol": "nerf",
8
+ "viewer_transform": [
9
+ [
10
+ 0.021723,
11
+ -0.080307,
12
+ 0.154508,
13
+ 0.078751
14
+ ],
15
+ [
16
+ -0.174054,
17
+ -0.005369,
18
+ 0.02168,
19
+ 0.063185
20
+ ],
21
+ [
22
+ -0.005194,
23
+ -0.155935,
24
+ -0.080318,
25
+ 0.27352
26
+ ],
27
+ [
28
+ 0.0,
29
+ 0.0,
30
+ 0.0,
31
+ 1.0
32
+ ]
33
+ ],
34
+ "viewer_initial_pose": [
35
+ [
36
+ -0.437344,
37
+ -0.344819,
38
+ 0.83056,
39
+ -0.611687
40
+ ],
41
+ [
42
+ -0.899218,
43
+ 0.155613,
44
+ -0.408891,
45
+ 0.408089
46
+ ],
47
+ [
48
+ 0.011747,
49
+ -0.92568,
50
+ -0.378124,
51
+ 0.264581
52
+ ]
53
+ ],
54
+ "scene": "room",
55
+ "downscale_factor": 2,
56
+ "expected_scene_scale": 5.420212,
57
+ "type": "object-centric"
58
+ },
59
+ "nb_info": {
60
  "method": "gaussian-opacity-fields",
 
61
  "num_iterations": 30000,
62
+ "total_train_time": 4140.92074,
63
  "resources_utilization": {
64
+ "memory": 5822,
65
+ "gpu_memory": 24264,
66
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
67
  },
68
+ "datetime": "2024-06-07T12:49:18+0200",
69
  "config_overrides": {},
70
  "dataset_metadata": {
71
  "name": "mipnerf360",
72
  "color_space": "srgb",
73
+ "evaluation_protocol": "nerf",
74
  "viewer_transform": [
75
  [
76
+ 0.021723,
77
+ -0.080307,
78
+ 0.154508,
79
+ 0.078751
80
  ],
81
  [
82
+ -0.174054,
83
+ -0.005369,
84
+ 0.02168,
85
+ 0.063185
86
  ],
87
  [
88
+ -0.005194,
89
+ -0.155935,
90
+ -0.080318,
91
+ 0.27352
92
  ],
93
  [
94
  0.0,
 
99
  ],
100
  "viewer_initial_pose": [
101
  [
102
+ -0.437344,
103
+ -0.344819,
104
+ 0.83056,
105
+ -0.611687
106
  ],
107
  [
108
+ -0.899218,
109
+ 0.155613,
110
+ -0.408891,
111
+ 0.408089
112
  ],
113
  [
114
+ 0.011747,
115
+ -0.92568,
116
+ -0.378124,
117
+ 0.264581
118
  ]
119
  ],
120
  "scene": "room",
121
+ "downscale_factor": 2,
122
+ "expected_scene_scale": 5.420212,
123
+ "type": "object-centric"
124
  },
125
+ "evaluation_protocol": "nerf",
126
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
127
+ "hparams": {
128
+ "sh_degree": 3,
129
+ "white_background": false,
130
+ "kernel_size": 0.0,
131
+ "ray_jitter": false,
132
+ "resample_gt_image": false,
133
+ "load_allres": false,
134
+ "sample_more_highres": false,
135
+ "use_decoupled_appearance": false,
136
+ "scale_coords": null,
137
+ "iterations": 30000,
138
+ "position_lr_init": 0.00016,
139
+ "position_lr_final": 1.6e-06,
140
+ "position_lr_delay_mult": 0.01,
141
+ "position_lr_max_steps": 30000,
142
+ "feature_lr": 0.0025,
143
+ "opacity_lr": 0.05,
144
+ "scaling_lr": 0.005,
145
+ "rotation_lr": 0.001,
146
+ "appearance_embeddings_lr": 0.001,
147
+ "appearance_network_lr": 0.001,
148
+ "percent_dense": 0.01,
149
+ "lambda_dssim": 0.2,
150
+ "lambda_distortion": 100,
151
+ "lambda_depth_normal": 0.05,
152
+ "distortion_from_iter": 15000,
153
+ "depth_normal_from_iter": 15000,
154
+ "densification_interval": 100,
155
+ "opacity_reset_interval": 3000,
156
+ "densify_from_iter": 500,
157
+ "densify_until_iter": 15000,
158
+ "densify_grad_threshold": 0.0002,
159
+ "convert_SHs_python": false,
160
+ "compute_cov3D_python": false,
161
+ "compute_view2gaussian_python": false,
162
+ "debug": false
163
+ },
164
+ "checkpoint_sha256": "f800774bcb62c6694d31eded217944d9c631fa97adc845d61af6cb905aa0b567"
165
  },
166
+ "evaluate_datetime": "2024-06-19T22:51:10",
167
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
168
  "metrics": {
169
+ "psnr": 30.5908,
170
+ "ssim": 0.91311,
171
+ "mae": 0.02167,
172
+ "mse": 0.00275,
173
+ "lpips": 0.16374,
174
+ "lpips_vgg": 0.28182
175
  },
176
  "metrics_raw": {
177
+ "psnr": "crXtQazcBEKaGAhCPO8KQoubBUJ+UPdBXPUEQuH+AkKWa/lBrp8GQsvgBkKvTwxCp+gIQuS1AUJX6dxBafgFQvBqAkKkEglCiWgCQoNQ70Em/fhBZEHuQdZeB0LjCd9B6DbyQffV/0EOceBBcJz6QSn58UEC6eZB3Gz1QaVQA0KAi91BNCnvQYwOPUEcX6FBD83HQZNM4kFPYPRB",
178
+ "ssim": "OfliP1uFaD9wkGo/SuZvPxvkcj+4qm4/lUdvP6VUdD/uymw/sXpxP4MbcT/m1HA/qf5vPz1lbD/cxms/J8doP9ipbD+pnm8/BXhrP72qbj84nG4/KvFcP1gTcD/SKWY/mSVrPzpQbD/OWWc/IRFqPwCxZj82H2k/IwljP/8eYj9Fc2k/7YhpPyDdPT+jTGg/g1BfP3Oxbj+Y82I/",
179
+ "mae": "0SeaPBlGZTwGtlo8/dZIPCaMTTz/9k48WVKCPMpYSDw9pXM8eC9aPNJhSDwBRjw8rXVTPG6acTzgVp88YOpdPG/pgjwAyjw8ZBKAPFAZgTz0Q3Y8/vydPPZeUTx+UJk8C+OWPOM6jTxJSpQ86PaBPMosojxoQMA8U5OUPF1NhTwJXME8jEyaPAOLNT67LHE9K4oPPZSOgjyzZJ08",
180
+ "mse": "1QGMOsEL+jlJks85GUiwOYyK7znOYFQ6aKn4OQY0CzpU40c6XO7hObil3jmj2aI5khXGOTzkFTocDOM6PJfqOXbpDzoSOcQ5Wv0POgyvhTqrYko6UtKJOvRs2DlLkNU69/R1OmovJjqCHM06LCdBOpqrdzqTRKo6+T5gOtaqCDoD8t46okaGOpXPhj2Ufx089W5QO/Vuwjq4Hmc6",
181
+ "lpips": "CWUlPvo3Fj69iA4+5m/PPdo++z1/NPE9fT3EPUbFzz33wRc+JJL1PfYOzz3JSKg9I2fOPfThED7t0gE+J2IzPl/pDj4Pi+U9vGkwPt6o5D0JUMk9Ut6EPvJSpD1u2x0+ZWMtPvidKD5Nuhs+HbAxPkWvUD7XGS4+0zppPhMiXj5QZBg+BvYXPmC+6j5pPZQ+8PqTPm4qWz7Kvn8+",
182
+ "lpips_vgg": "9nSBPsDyTD7C8FQ+lP1bPgR/hz7fZHk+ChtOPrJJdD56I4U+o6ZmPsHqVz7zZHs+3VN4Pg1AfT4zs4Y+tgKFPiA2iz40mYQ+sgaePgMocT7voFM+dFi9PoXzLT6hvG0+rwWaPhD+jz7+Tp4+QnWPPvp9mT4icpo+3N+rPqG9lj7tE5Y+dCOgPsTPCT9PRt4++OPaPs8RwD7sEsA+"
183
  },
184
+ "metrics_sha256": "181ef801cedf2cbc03805bef4f5bbe201099e164451882b011efe3069127bd6f",
185
+ "predictions_sha256": "85ae635f5d991a1742628db471c0c2f88985a9022b930abbf7e446558f071960",
186
  "ground_truth_sha256": "9bdd71e54d0959e907a14b5604f9701af4b6d3d2f724e64cc748b9fba443ec2d",
187
+ "evaluation_protocol": "nerf"
188
  }
gaussian-opacity-fields/mipnerf360/room.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:a4215c6227d088640d1a9e48e0e66f61163b16e6b9ddc1d4d4e45a2d2413dcb3
3
- size 1412136934
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:87b36a5b31c08bcfb99dc37c251338a84c4993d31f38bcf3800faac842409bfc
3
+ size 1403768854
gaussian-opacity-fields/mipnerf360/room.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ 87b36a5b31c08bcfb99dc37c251338a84c4993d31f38bcf3800faac842409bfc
gaussian-opacity-fields/mipnerf360/stump.json CHANGED
@@ -1,36 +1,94 @@
1
  {
2
- "info": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  "method": "gaussian-opacity-fields",
4
- "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
5
  "num_iterations": 30000,
6
- "total_train_time": 3093.20273,
7
  "resources_utilization": {
8
- "memory": 8422,
9
- "gpu_memory": 29588
 
10
  },
11
- "datetime": "2024-06-01T16:57:06+0200",
12
  "config_overrides": {},
13
  "dataset_metadata": {
14
  "name": "mipnerf360",
15
  "color_space": "srgb",
 
16
  "viewer_transform": [
17
  [
18
- 0.15604999661445618,
19
- 0.13659000396728516,
20
- -0.11869999766349792,
21
- 0.006279999855905771
22
  ],
23
  [
24
- 0.1809300035238266,
25
- -0.1149199977517128,
26
- 0.10560999810695648,
27
- -0.10224000364542007
28
  ],
29
  [
30
- 0.003280000062659383,
31
- -0.15884999930858612,
32
- -0.17847000062465668,
33
- 0.26548001170158386
34
  ],
35
  [
36
  0.0,
@@ -41,51 +99,90 @@
41
  ],
42
  "viewer_initial_pose": [
43
  [
44
- 0.5392100214958191,
45
- 0.025909999385476112,
46
- -0.8417699933052063,
47
- 0.8088799715042114
48
  ],
49
  [
50
- 0.8421099781990051,
51
- -0.028440000489354134,
52
- 0.5385500192642212,
53
- -0.5266600251197815
54
  ],
55
  [
56
- -0.009979999624192715,
57
- -0.9992600083351135,
58
- -0.03714999929070473,
59
- -0.20342999696731567
60
  ]
61
  ],
62
  "scene": "stump",
63
- "expected_scene_scale": 4.164446067810059,
64
- "type": "object-centric",
65
- "evaluation_protocol": "default"
66
  },
67
- "evaluation_protocol": "default",
68
- "color_space": "srgb",
69
- "expected_scene_scale": 4.164446067810059,
70
- "dataset_background_color": null,
71
- "checkpoint_sha256": "ab72555e19aeb5c4df6d3a147d669ed591497b3a5860efebeb89b54b9a6a916b"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
72
  },
 
 
73
  "metrics": {
74
- "psnr": 26.99285,
75
- "ssim": 0.79824,
76
- "mae": 0.03118,
77
- "mse": 0.00228,
78
- "lpips": 0.1352
 
79
  },
80
  "metrics_raw": {
81
- "psnr": "9mK0QTXRtkHF1sFBgOXLQe9b3UGzqNVBjPfXQRGp5EHwfOhBJILcQXh32UGafOpBdGjmQVQr50FzauRBho7bQQ==",
82
- "ssim": "LOEkP9+xKT+GaTo/hb9EPyMITj+Z5Uo/61dBP3hNVj8Ptlk/0apNPxEjVD9UTV0/hx1kPwlEWz/HIWA/XfZOPw==",
83
- "mae": "49FRPXylNj2ASSI9C2gLPZHG3TyTXQE9F1IBPXqD1TwkO8Q87dPrPL9mAT2hibs80CjZPIkzyTzyU808xdXzPA==",
84
- "mse": "qzq2O4/qqTsIdHc7tkE5Ow0k4Do24As7x+ICO3yotTpKtaI6cbLlOny2+jq6nJk6Jb+sOsEAqToG8bY6UhPsOg==",
85
- "lpips": "QuVgPvZdYD4A/TQ+/rQfPoCiFj4ovAY+DL8xPl3R6D1cy+o9YRwDPiaL4D2Yxrw9V/yZPSPTyT3doKI9HlADPg=="
 
86
  },
87
- "metrics_sha256": "da01d3dd3794c3a50ca17e8dcfcb6a252774644199cf15227b5e7432a28b1990",
88
- "predictions_sha256": "cfd12e49e228f8e54f122912a34715b09841a2b9f7fd78a9e649137d7365ee0c",
89
  "ground_truth_sha256": "3c6de40b7b32b2c8848710ac2233ae0ab27e7a4c02ce7fc79dfa4b4c7054ad35",
90
- "evaluation_protocol": "default"
91
  }
 
1
  {
2
+ "render_datetime": "2024-06-19T22:52:49",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "mipnerf360",
6
+ "color_space": "srgb",
7
+ "evaluation_protocol": "nerf",
8
+ "viewer_transform": [
9
+ [
10
+ 0.156045,
11
+ 0.136586,
12
+ -0.1187,
13
+ 0.006282
14
+ ],
15
+ [
16
+ 0.180927,
17
+ -0.114922,
18
+ 0.105612,
19
+ -0.102236
20
+ ],
21
+ [
22
+ 0.00328,
23
+ -0.158849,
24
+ -0.178471,
25
+ 0.265483
26
+ ],
27
+ [
28
+ 0.0,
29
+ 0.0,
30
+ 0.0,
31
+ 1.0
32
+ ]
33
+ ],
34
+ "viewer_initial_pose": [
35
+ [
36
+ 0.539207,
37
+ 0.025908,
38
+ -0.841775,
39
+ 0.808877
40
+ ],
41
+ [
42
+ 0.842114,
43
+ -0.028437,
44
+ 0.538549,
45
+ -0.526655
46
+ ],
47
+ [
48
+ -0.009985,
49
+ -0.99926,
50
+ -0.037151,
51
+ -0.203431
52
+ ]
53
+ ],
54
+ "scene": "stump",
55
+ "downscale_factor": 4,
56
+ "expected_scene_scale": 4.164446,
57
+ "type": "object-centric"
58
+ },
59
+ "nb_info": {
60
  "method": "gaussian-opacity-fields",
 
61
  "num_iterations": 30000,
62
+ "total_train_time": 3133.62347,
63
  "resources_utilization": {
64
+ "memory": 8586,
65
+ "gpu_memory": 34632,
66
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
67
  },
68
+ "datetime": "2024-06-07T12:33:15+0200",
69
  "config_overrides": {},
70
  "dataset_metadata": {
71
  "name": "mipnerf360",
72
  "color_space": "srgb",
73
+ "evaluation_protocol": "nerf",
74
  "viewer_transform": [
75
  [
76
+ 0.156045,
77
+ 0.136586,
78
+ -0.1187,
79
+ 0.006282
80
  ],
81
  [
82
+ 0.180927,
83
+ -0.114922,
84
+ 0.105612,
85
+ -0.102236
86
  ],
87
  [
88
+ 0.00328,
89
+ -0.158849,
90
+ -0.178471,
91
+ 0.265483
92
  ],
93
  [
94
  0.0,
 
99
  ],
100
  "viewer_initial_pose": [
101
  [
102
+ 0.539207,
103
+ 0.025908,
104
+ -0.841775,
105
+ 0.808877
106
  ],
107
  [
108
+ 0.842114,
109
+ -0.028437,
110
+ 0.538549,
111
+ -0.526655
112
  ],
113
  [
114
+ -0.009985,
115
+ -0.99926,
116
+ -0.037151,
117
+ -0.203431
118
  ]
119
  ],
120
  "scene": "stump",
121
+ "downscale_factor": 4,
122
+ "expected_scene_scale": 4.164446,
123
+ "type": "object-centric"
124
  },
125
+ "evaluation_protocol": "nerf",
126
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
127
+ "hparams": {
128
+ "sh_degree": 3,
129
+ "white_background": false,
130
+ "kernel_size": 0.0,
131
+ "ray_jitter": false,
132
+ "resample_gt_image": false,
133
+ "load_allres": false,
134
+ "sample_more_highres": false,
135
+ "use_decoupled_appearance": false,
136
+ "scale_coords": null,
137
+ "iterations": 30000,
138
+ "position_lr_init": 0.00016,
139
+ "position_lr_final": 1.6e-06,
140
+ "position_lr_delay_mult": 0.01,
141
+ "position_lr_max_steps": 30000,
142
+ "feature_lr": 0.0025,
143
+ "opacity_lr": 0.05,
144
+ "scaling_lr": 0.005,
145
+ "rotation_lr": 0.001,
146
+ "appearance_embeddings_lr": 0.001,
147
+ "appearance_network_lr": 0.001,
148
+ "percent_dense": 0.01,
149
+ "lambda_dssim": 0.2,
150
+ "lambda_distortion": 100,
151
+ "lambda_depth_normal": 0.05,
152
+ "distortion_from_iter": 15000,
153
+ "depth_normal_from_iter": 15000,
154
+ "densification_interval": 100,
155
+ "opacity_reset_interval": 3000,
156
+ "densify_from_iter": 500,
157
+ "densify_until_iter": 15000,
158
+ "densify_grad_threshold": 0.0002,
159
+ "convert_SHs_python": false,
160
+ "compute_cov3D_python": false,
161
+ "compute_view2gaussian_python": false,
162
+ "debug": false
163
+ },
164
+ "checkpoint_sha256": "fbf2cf9e927ed55210577b36c4dabdb4e8128b867a46efb58be8e37702c837b8"
165
  },
166
+ "evaluate_datetime": "2024-06-19T22:53:15",
167
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
168
  "metrics": {
169
+ "psnr": 26.99176,
170
+ "ssim": 0.79814,
171
+ "mae": 0.03121,
172
+ "mse": 0.00227,
173
+ "lpips": 0.13429,
174
+ "lpips_vgg": 0.22266
175
  },
176
  "metrics_raw": {
177
+ "psnr": "DUO0QbTrtkFRuMJB45TMQSsR3EEqINRBKP/XQQyF5EE3EelBBhPdQaF920FbYudB3oLnQXw+50G7huRBUnTbQQ==",
178
+ "ssim": "fVsjP8FcKj8q3zk/YHZEP+86Tj+0G0o/qQNCP2iWVT+UO1o/WHBOP3IzVD+BDF0/Yi5kP0tyWz+iNmA/b2lPPw==",
179
+ "mae": "kfhRPUfCNT1QTiI9HN4MPaMA4zytIAU9gEIBPUXQ1TxGHcM8NBLpPOX19DzwwMw8zEnTPHDdyDxnEcw8fDjxPA==",
180
+ "mse": "UuK2OyNpqTvVQXE7sqM1Oxei6DruLxI7IcYCOzNltjqmBKA6W/zhOjKG7Drn9ac6DFmnOqujqDpZXLY6ncXsOg==",
181
+ "lpips": "TrpePimPYj76JTM+Z4IdPgJ+FD5euQg+XoUxPvog5j3qC+Y9gA4BPrQM3z20+rw97fyWPST/xz3KqaA9iXwCPg==",
182
+ "lpips_vgg": "pSalPrY+oz5upo0+50F/PlRPdD5XDFw+jiqJPsEwRz7MmE0+CmxePtRdQj5/iTY+YGoZPrkLNz6Uxxg+wrNcPg=="
183
  },
184
+ "metrics_sha256": "67188f33ab9ee217b3b046f70d9a32473102de790591aab6277086c930adda00",
185
+ "predictions_sha256": "21fe322cc9f548c8f6e5198ac2608e823ec89a21b38fd5453de31364d7aa461c",
186
  "ground_truth_sha256": "3c6de40b7b32b2c8848710ac2233ae0ab27e7a4c02ce7fc79dfa4b4c7054ad35",
187
+ "evaluation_protocol": "nerf"
188
  }
gaussian-opacity-fields/mipnerf360/stump.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:90bba911c221e212b6853e344f9ee1d55ba3a82e73389d31f5ba778d6ca1f09a
3
- size 4599459168
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ef9b8db82ff01c963e61d9aee400d8b0d1326dd23dc11d32c94c59c8e0e2f201
3
+ size 4744156377
gaussian-opacity-fields/mipnerf360/stump.zip.sha ADDED
@@ -0,0 +1 @@
 
 
1
+ ef9b8db82ff01c963e61d9aee400d8b0d1326dd23dc11d32c94c59c8e0e2f201
gaussian-opacity-fields/mipnerf360/treehill.json CHANGED
@@ -1,36 +1,94 @@
1
  {
2
- "info": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3
  "method": "gaussian-opacity-fields",
4
- "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
5
  "num_iterations": 30000,
6
- "total_train_time": 3470.96567,
7
  "resources_utilization": {
8
- "memory": 7062,
9
- "gpu_memory": 34496
 
10
  },
11
- "datetime": "2024-06-01T17:02:56+0200",
12
  "config_overrides": {},
13
  "dataset_metadata": {
14
  "name": "mipnerf360",
15
  "color_space": "srgb",
 
16
  "viewer_transform": [
17
  [
18
- 0.12408000230789185,
19
- -0.06955999881029129,
20
- 0.15883000195026398,
21
- 0.043060000985860825
22
  ],
23
  [
24
- -0.1730400025844574,
25
- -0.037220001220703125,
26
- 0.11889000236988068,
27
- -0.008089999668300152
28
  ],
29
  [
30
- -0.011060000397264957,
31
- -0.19809000194072723,
32
- -0.07811000198125839,
33
- 0.03733000159263611
34
  ],
35
  [
36
  0.0,
@@ -41,51 +99,90 @@
41
  ],
42
  "viewer_initial_pose": [
43
  [
44
- -0.8852499723434448,
45
- 0.0537399984896183,
46
- 0.46198999881744385,
47
- -0.3181599974632263
48
  ],
49
  [
50
- -0.4648999869823456,
51
- -0.07263000309467316,
52
- -0.8823800086975098,
53
- 0.7720400094985962
54
  ],
55
  [
56
- -0.013860000297427177,
57
- -0.9959099888801575,
58
- 0.08928000181913376,
59
- -0.16933999955654144
60
  ]
61
  ],
62
  "scene": "treehill",
63
- "expected_scene_scale": 4.36569881439209,
64
- "type": "object-centric",
65
- "evaluation_protocol": "default"
66
  },
67
- "evaluation_protocol": "default",
68
- "color_space": "srgb",
69
- "expected_scene_scale": 4.36569881439209,
70
- "dataset_background_color": null,
71
- "checkpoint_sha256": "24ae13babb5e49ab412ac3b570592f37479c3beea99ec1c081c593cca92822ee"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
72
  },
 
 
73
  "metrics": {
74
- "psnr": 22.43676,
75
- "ssim": 0.64255,
76
- "mae": 0.04786,
77
- "mse": 0.00696,
78
- "lpips": 0.24766
 
79
  },
80
  "metrics_raw": {
81
- "psnr": "XdaGQVl/k0GCeppBJPuaQUBQoUHOXKxBqzG6QRjkzEE2urBBGe/NQWuRy0EINK5BgXLFQScExEFRp61BYRPLQU2Du0EkM8RB",
82
- "ssim": "RdD/Pm1JAj8TtAU/MYMFP3E/Dz8ntwQ/bUIWP9tnOj+bAS8/f7NEPzfaPT9gWiw/fhM5P1crND+2tyg/GuNAP4v5Kj+UGj8/",
83
- "mae": "zU+ZPdLhlz26Nog9vZaEPd2hTD2Q7kY95nUsPeQwGj1J7EQ9h4UOPRNdAz2+5TU9VSAOPbFzKT20hEM9g30FPVOuSj3Elho9",
84
- "mse": "nQOpPFDNajx8D0A8iE09PPzCHTxdkuU7xC2aO20HNDv0d8o7fLQuOy0EOzu9udk7CgtfOwlsaDuLMt07cK89O5RvlDuHMmc7",
85
- "lpips": "OP+WPkWkuz50Yac+pDHCPiUUaj7PDoA+3N5hPhOdVT6g+VY+ApFMPjD5Qj6z51A+725pPvRhZT56Qm4+rB80PmE0hD5o4IQ+"
 
86
  },
87
- "metrics_sha256": "294f9ac2e66133eb6a847f959005102ed3930ad94ac1e94da9052ef6d38f01d6",
88
- "predictions_sha256": "b097a3f1a71d4998f816151db37a139ab4271081d3ccb4e3bdb56ec0b9db7350",
89
  "ground_truth_sha256": "95b392ebdbe7f4c3d1de84e1ddbf1b15ee2668e20f25702b8b391b6ec854978e",
90
- "evaluation_protocol": "default"
91
  }
 
1
  {
2
+ "render_datetime": "2024-06-19T22:54:58",
3
+ "render_version": "0.0.16.dev63+g7840983.d20240612",
4
+ "render_dataset_metadata": {
5
+ "name": "mipnerf360",
6
+ "color_space": "srgb",
7
+ "evaluation_protocol": "nerf",
8
+ "viewer_transform": [
9
+ [
10
+ 0.124084,
11
+ -0.069561,
12
+ 0.158834,
13
+ 0.043061
14
+ ],
15
+ [
16
+ -0.173045,
17
+ -0.037216,
18
+ 0.118887,
19
+ -0.008092
20
+ ],
21
+ [
22
+ -0.011062,
23
+ -0.19809,
24
+ -0.078111,
25
+ 0.037328
26
+ ],
27
+ [
28
+ 0.0,
29
+ 0.0,
30
+ 0.0,
31
+ 1.0
32
+ ]
33
+ ],
34
+ "viewer_initial_pose": [
35
+ [
36
+ -0.885254,
37
+ 0.053736,
38
+ 0.461993,
39
+ -0.318161
40
+ ],
41
+ [
42
+ -0.464901,
43
+ -0.072627,
44
+ -0.882379,
45
+ 0.772036
46
+ ],
47
+ [
48
+ -0.013863,
49
+ -0.995911,
50
+ 0.089275,
51
+ -0.16934
52
+ ]
53
+ ],
54
+ "scene": "treehill",
55
+ "downscale_factor": 4,
56
+ "expected_scene_scale": 4.365699,
57
+ "type": "object-centric"
58
+ },
59
+ "nb_info": {
60
  "method": "gaussian-opacity-fields",
 
61
  "num_iterations": 30000,
62
+ "total_train_time": 3467.71105,
63
  "resources_utilization": {
64
+ "memory": 7077,
65
+ "gpu_memory": 34542,
66
+ "gpu_name": "NVIDIA A100-SXM4-40GB"
67
  },
68
+ "datetime": "2024-06-07T12:38:37+0200",
69
  "config_overrides": {},
70
  "dataset_metadata": {
71
  "name": "mipnerf360",
72
  "color_space": "srgb",
73
+ "evaluation_protocol": "nerf",
74
  "viewer_transform": [
75
  [
76
+ 0.124084,
77
+ -0.069561,
78
+ 0.158834,
79
+ 0.043061
80
  ],
81
  [
82
+ -0.173045,
83
+ -0.037216,
84
+ 0.118887,
85
+ -0.008092
86
  ],
87
  [
88
+ -0.011062,
89
+ -0.19809,
90
+ -0.078111,
91
+ 0.037328
92
  ],
93
  [
94
  0.0,
 
99
  ],
100
  "viewer_initial_pose": [
101
  [
102
+ -0.885254,
103
+ 0.053736,
104
+ 0.461993,
105
+ -0.318161
106
  ],
107
  [
108
+ -0.464901,
109
+ -0.072627,
110
+ -0.882379,
111
+ 0.772036
112
  ],
113
  [
114
+ -0.013863,
115
+ -0.995911,
116
+ 0.089275,
117
+ -0.16934
118
  ]
119
  ],
120
  "scene": "treehill",
121
+ "downscale_factor": 4,
122
+ "expected_scene_scale": 4.365699,
123
+ "type": "object-centric"
124
  },
125
+ "evaluation_protocol": "nerf",
126
+ "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
127
+ "hparams": {
128
+ "sh_degree": 3,
129
+ "white_background": false,
130
+ "kernel_size": 0.0,
131
+ "ray_jitter": false,
132
+ "resample_gt_image": false,
133
+ "load_allres": false,
134
+ "sample_more_highres": false,
135
+ "use_decoupled_appearance": false,
136
+ "scale_coords": null,
137
+ "iterations": 30000,
138
+ "position_lr_init": 0.00016,
139
+ "position_lr_final": 1.6e-06,
140
+ "position_lr_delay_mult": 0.01,
141
+ "position_lr_max_steps": 30000,
142
+ "feature_lr": 0.0025,
143
+ "opacity_lr": 0.05,
144
+ "scaling_lr": 0.005,
145
+ "rotation_lr": 0.001,
146
+ "appearance_embeddings_lr": 0.001,
147
+ "appearance_network_lr": 0.001,
148
+ "percent_dense": 0.01,
149
+ "lambda_dssim": 0.2,
150
+ "lambda_distortion": 100,
151
+ "lambda_depth_normal": 0.05,
152
+ "distortion_from_iter": 15000,
153
+ "depth_normal_from_iter": 15000,
154
+ "densification_interval": 100,
155
+ "opacity_reset_interval": 3000,
156
+ "densify_from_iter": 500,
157
+ "densify_until_iter": 15000,
158
+ "densify_grad_threshold": 0.0002,
159
+ "convert_SHs_python": false,
160
+ "compute_cov3D_python": false,
161
+ "compute_view2gaussian_python": false,
162
+ "debug": false
163
+ },
164
+ "checkpoint_sha256": "124272794b471139509cc9c26039c2a14ce94f48b261b2c99e868360bb0c861f"
165
  },
166
+ "evaluate_datetime": "2024-06-19T22:55:27",
167
+ "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
168
  "metrics": {
169
+ "psnr": 22.44199,
170
+ "ssim": 0.64294,
171
+ "mae": 0.04773,
172
+ "mse": 0.00689,
173
+ "lpips": 0.24812,
174
+ "lpips_vgg": 0.32019
175
  },
176
  "metrics_raw": {
177
+ "psnr": "aveGQZD0l0EGs5lBVRGaQZZJoUELDKxBDUK6QbI7zUFG27FBOzTNQX2WyEH68a5Bd2fGQVIRwkHMOK9BtW/LQS48ukGKLMRB",
178
+ "ssim": "dqv/PtfCAj9zpwU/rxUGP0aEDz/gRQQ/n40VP3P6OT/CnzA/ybpDPwYGPD8mKC4/AlY5P+7hMz810yk/LNxAP0oLKz+Hhj8/",
179
+ "mae": "d7eaPY0wiT3EqYk9hP6JPTV6TD1+okc9VFYsPe5fGT3HpkE9s/oOPeMgBz1TUDM90K4NPd7tLT1XQUA9srkFPe2xTT2qgBs9",
180
+ "mse": "JGOoPBuHTjy2akQ8WFhCPEXhHTxuquc7JuWZO7xDMjuF/sM7C2oyOx3ESzsHINU77PtYO2rUdTtXb9M7+7k7Oyn/mTt8Xmc7",
181
+ "lpips": "NzaXPjEkuT4Mp6c+1QTFPqAuZD7O8IA+kyJfPtrNWT6eCFU+tWVOPjz+TT7KAlA+4DpqPsNJaz52umw+9qsxPmj1hD7EeII+",
182
+ "lpips_vgg": "6WTUPujR2T5kZcs+0BPhPlgOqj6z7rM+In2cPlEMkT5EKY8+CHKFPjIwij5Udo0+Mb6PPjsElD5WVZc+8KeFPv46nj56aZU+"
183
  },
184
+ "metrics_sha256": "1b8312a77f39f08f6e27bf08cd5beeed4ddcc24dd188cec0b84ea0d4795bc620",
185
+ "predictions_sha256": "558876ceef8dbcbae5958e96d74852b5d673e291f266fbc332428cb72b442b97",
186
  "ground_truth_sha256": "95b392ebdbe7f4c3d1de84e1ddbf1b15ee2668e20f25702b8b391b6ec854978e",
187
+ "evaluation_protocol": "nerf"
188
  }
gaussian-opacity-fields/mipnerf360/treehill.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0443a02d05a8e69fede33b92e551d156cfcc2679f9061e93bdaf912c69484ba5
3
- size 4208707684
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aeb8e3bf5409c4cf7f46b4b840dff42c55a29752a5d28bde89c45fc10be329fa
3
+ size 4200654172