Hugging Face's logo

jkulhanek
/
nerfbaselines

arxiv:2406.17345
Model card Files Community
nerfbaselines
File size: 5,001 Bytes 
2ce14fe
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
 
{
  "render_datetime": "2024-06-20T16:25:05",
  "render_version": "0.0.16.dev63+g7840983.d20240612",
  "render_dataset_metadata": {
    "name": "tanksandtemples",
    "color_space": "srgb",
    "evaluation_protocol": "default",
    "viewer_transform": [
      [
        0.181856,
        -0.006518,
        0.006286,
        0.000666
      ],
      [
        -0.006518,
        -0.006488,
        0.181849,
        -0.025829
      ],
      [
        -0.006286,
        -0.181849,
        -0.006713,
        -0.000517
      ]
    ],
    "viewer_initial_pose": [
      [
        0.904589,
        -0.020412,
        -0.425796,
        0.122514
      ],
      [
        0.425452,
        -0.019195,
        0.904777,
        -0.896651
      ],
      [
        -0.026642,
        -0.999607,
        -0.008679,
        -0.001784
      ]
    ],
    "scene": "ballroom",
    "downscale_factor": 2,
    "expected_scene_scale": 5.458089,
    "type": null
  },
  "nb_info": {
    "method": "mip-splatting",
    "num_iterations": 30000,
    "total_train_time": 1503.93699,
    "resources_utilization": {
      "memory": 5891,
      "gpu_memory": 9998,
      "gpu_name": "NVIDIA A100-SXM4-40GB"
    },
    "datetime": "2024-06-02T13:01:19+0200",
    "config_overrides": {},
    "dataset_metadata": {
      "name": "tanksandtemples",
      "color_space": "srgb",
      "evaluation_protocol": "default",
      "viewer_transform": [
        [
          0.181856,
          -0.006518,
          0.006286,
          0.000666
        ],
        [
          -0.006518,
          -0.006488,
          0.181849,
          -0.025829
        ],
        [
          -0.006286,
          -0.181849,
          -0.006713,
          -0.000517
        ]
      ],
      "viewer_initial_pose": [
        [
          0.904589,
          -0.020412,
          -0.425796,
          0.122514
        ],
        [
          0.425452,
          -0.019195,
          0.904777,
          -0.896651
        ],
        [
          -0.026642,
          -0.999607,
          -0.008679,
          -0.001784
        ]
      ],
      "scene": "ballroom",
      "downscale_factor": 2,
      "expected_scene_scale": 5.458089,
      "type": null
    },
    "evaluation_protocol": "default",
    "nb_version": "0.0.16.dev56+g8ee0779.d20240531",
    "hparams": {
      "sh_degree": 3,
      "white_background": false,
      "kernel_size": 0.1,
      "ray_jitter": false,
      "resample_gt_image": false,
      "load_allres": false,
      "sample_more_highres": false,
      "scale_coords": null,
      "iterations": 30000,
      "position_lr_init": 0.00016,
      "position_lr_final": 1.6e-06,
      "position_lr_delay_mult": 0.01,
      "position_lr_max_steps": 30000,
      "feature_lr": 0.0025,
      "opacity_lr": 0.05,
      "scaling_lr": 0.005,
      "rotation_lr": 0.001,
      "percent_dense": 0.01,
      "lambda_dssim": 0.2,
      "densification_interval": 100,
      "opacity_reset_interval": 3000,
      "densify_from_iter": 500,
      "densify_until_iter": 15000,
      "densify_grad_threshold": 0.0002,
      "convert_SHs_python": false,
      "compute_cov3D_python": false,
      "debug": false
    },
    "checkpoint_sha256": "ef512ba55d6b2043cf72954a03dcab0be37b1379064250d472cdc7a23e08a326"
  },
  "evaluate_datetime": "2024-06-20T16:25:34",
  "evaluate_version": "0.0.16.dev63+g7840983.d20240612",
  "metrics": {
    "psnr": 24.14831,
    "ssim": 0.82595,
    "mae": 0.03812,
    "mse": 0.00439,
    "lpips": 0.09843
  },
  "metrics_raw": {
    "psnr": "o1jLQSJk5EH4d9NBrhndQRl41kFj689BT+7eQXaTm0HQnsFBUG6lQWphskHkts1Brti2QXjHr0FWksFB8Ba8QRzEyUHmErlBJnTDQdgSn0F8cMxBcXe7QTbGskHuXsVB9pDKQeLQvEHmu8JBELu9QegSwUEeRsFBz/i4QSGn00H6ibFBKQfGQSZ4pEH5YrZBOnTMQSi00EF7AeFBYNa0QQxZokE=",
    "ssim": "zYZiPwR3cD8v8Gc/aZ5oPzEwZz/NEWU/X8xiP2adSj8a1V4/6Rs0P8+iUT/Zg1o/LUNGP++DST/hRlM/fMxWP98LWT/nS08/sGdRP/uAOT/yd1w/14hDP4kORD8YOFw/nTRHP8ljWD8rxl0/kE9YPwcuWD9YhlA/UNRQP8xsTj+Szkc/GA5ZP+1mSz9wZD0/LrdPP5thSD9trFs/WWBPPyL9SD8=",
    "mae": "GnYCPbxJrjxX2to8qybIPAFI1Dwgies8x6/JPAr9aD1tnQ49CbhvPTDmTD0DoQE9i4hHPcpDLz33lhY9ep0rPVMxBT2rOSs9FGAQPX9fhT1ksfQ8bZYuPbW5Tz0DsvU894sEPSaWFz1q5xM9IUMhPQ1BDz3F8ww9TxMuPZb7Az1taEI9vQL+PH3cZD2aRDU9bgL6PGka+TyaSbw8kDEyPWHJXz0=",
    "mse": "yDY8O0UStzpi+hQ7EtHhOuimCDs+ACU7EjrWOq0WOjzRA3k7eyEMPHkPwTv/zy87AcapOwgS0DtPXXk7CP6RO8z4RDsaO587OTdsO3REKDxlYjY7SaKUO43ivjvbiF87tnxAO8r4jjvvKHE7skGLO4b2fDu4gns72LKfO68wFDs8y8U7pVhbOzAQEDwBCaw7w042O3NRITvEzsk6OOGzO1ciGTw=",
    "lpips": "A9pSPbHLCj3oByI9S1EsPZ3mOj3kqU89PHWrPdeb8z3uX4g92gAnPgsuyz3Cc7w9vujiPSXt/j1KYfk9GmCsPQwovD18ksM9CFYHPisi2D1BkrM9TmLmPYSg8j3WHpw9nOUJPjsqtD12UKs9CXemPSyHtj3MeLc9iJDlPRC2+j1rzQY+pGnnPb2+FT5+zs89EVDjPV5I+z3YLwQ+/QeePR4RHj4="
  },
  "metrics_sha256": "fddad6e43c6e57352825e5d8ad51293fa448d93f6d5a9e0ccbcd7da44000a6de",
  "predictions_sha256": "86fcb05c6a8ddf66e63d37a33e71413fc91cbc33b4cc5c360a28e920a6100e5b",
  "ground_truth_sha256": "fe9139058b4e717ebb7884f2eeb871a99b9d552d8d91b943669c7db487c5cc35",
  "evaluation_protocol": "default"
}