scene stringclasses 10
values | git_branch stringclasses 1
value | image_scale stringclasses 3
values | iterations int64 30k 30k | saved_checkpoints listlengths 1 1 | checkpoint_interval int64 0 0 | initial_gaussians int64 32k 241k | final_gaussians int64 26.5k 1.31M | gaussian_heatmap_dir stringclasses 1
value | training_time_seconds float64 401 1.99k | training_time_formatted stringclasses 10
values | peak_vram_mib float64 5.4k 7.64k | asg_degree int64 12 24 | use_asg bool 1
class | use_vcd bool 1
class | use_vcp bool 1
class | use_compact_box bool 1
class | compact_box_mult float64 0.5 0.5 | highfeature_lr float64 0.02 0.02 | grad_abs_thresh float64 0 0 | densification_interval int64 100 100 | optimizer_type stringclasses 1
value | asg_num_theta int64 -1 -1 | asg_num_phi int64 -1 -1 | specular_hidden int64 -1 -1 | specular_layers int64 -1 -1 | specular_start_iter int64 3k 3k | full_asg_interval int64 0 0 | avg_asg_eval_count float64 30.1k 333k | num_score_cameras int64 10 10 | use_ref_score bool 1
class | max_refscore_gaussians int64 320k 1M | refscore_budget_multiplier float64 10 10 | refscore_budget_min int64 200k 200k | refscore_budget_max int64 1M 1M | refscore_decay_power float64 1 1 | refscore_min_strength float64 0.15 0.15 | refscore_threshold_min float64 0.5 0.5 | refscore_threshold_max float64 0.9 0.9 | refscore_strength float64 0.75 0.75 | refscore_conf_quantile float64 0.85 0.85 | refscore_conf_gamma float64 1.5 1.5 | refscore_conf_min float64 0 0 | use_adaptive_prior bool 1
class | adaptive_prior_start int64 6k 6k | adaptive_prior_end int64 15k 15k | adaptive_prior_interval int64 500 500 | adaptive_prior_num_cameras int64 10 10 | adaptive_prior_ema float64 0.9 0.9 | adaptive_prior_floor float64 1 1 | adaptive_prior_ceiling float64 1 1 | adaptive_residual_low_quantile float64 0.7 0.7 | adaptive_residual_high_quantile float64 0.95 0.95 | adaptive_loss_strength float64 0.15 0.15 | ref_prior_method stringclasses 1
value | ti_thresh float64 0.35 0.35 | ti_bright float64 0.6 0.6 | sk_intensity float64 0.7 0.7 | sk_saturation float64 0.2 0.2 | ref_conf_gamma float64 1 1 | ref_conf_quantile float64 0 0 | ref_conf_smooth_radius int64 0 0 | f_rest_warmup_until int64 0 0 | f_rest_interval_early int64 16 16 | f_rest_interval_mid int64 32 32 | f_rest_interval_late int64 64 64 | use_reflection_view_sampling bool 1
class | reflection_sampling_ratio float64 0.1 0.1 | reflection_sampling_start int64 6k 6k | reflection_sampling_peak_end int64 15k 15k | reflection_sampling_end int64 20k 20k | reflection_sampling_temperature float64 1 1 | reflection_sampling_score_low_quantile float64 0.7 0.7 | reflection_sampling_score_high_quantile float64 0.95 0.95 | reflection_sampling_priority_steps int64 1.09k 1.17k | reflection_sampling_active_steps int64 14k 14k | avg_reflection_sampling_ratio float64 0.08 0.08 | avg_prioritized_view_score float64 0.12 0.21 | lambda_spec_l1_weight float64 0 0 | lambda_spec_reg float64 0 0 | avg_spec_reg_loss float64 0 0 | datetime_completed timestamp[s]date 2026-08-23 06:38:04 2026-08-23 10:37:03 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
plane | unknown | images | 30,000 | [
30000
] | 0 | 100,000 | 26,487 | test/ours_30000/heatmap | 400.94 | 6m 40s | 5,533.76 | 24 | true | true | true | true | 0.5 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 30,121.96 | 10 | true | 1,000,000 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | true | 6,000 | 15,000 | 500 | 10 | 0.9 | 1 | 1 | 0.7 | 0.95 | 0.15 | tan | 0.35 | 0.6 | 0.7 | 0.2 | 1 | 0 | 0 | 0 | 16 | 32 | 64 | true | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 1,168 | 14,000 | 0.082146 | 0.128976 | 0 | 0 | 0 | 2026-08-23T10:37:03 |
bicycle | unknown | images_4 | 30,000 | [
30000
] | 0 | 54,275 | 1,305,178 | test/ours_30000/heatmap | 1,985.67 | 33m 5s | 7,637.81 | 24 | true | true | true | true | 0.5 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 283,368.73 | 10 | true | 542,750 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | true | 6,000 | 15,000 | 500 | 10 | 0.9 | 1 | 1 | 0.7 | 0.95 | 0.15 | tan | 0.35 | 0.6 | 0.7 | 0.2 | 1 | 0 | 0 | 0 | 16 | 32 | 64 | true | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 1,170 | 14,000 | 0.082146 | 0.209858 | 0 | 0 | 0 | 2026-08-23T07:57:21 |
bonsai | unknown | images_2 | 30,000 | [
30000
] | 0 | 206,613 | 326,377 | test/ours_30000/heatmap | 858.3 | 14m 18s | 7,045.32 | 12 | true | true | true | true | 0.5 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 150,088.04 | 10 | true | 1,000,000 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | true | 6,000 | 15,000 | 500 | 10 | 0.9 | 1 | 1 | 0.7 | 0.95 | 0.15 | tan | 0.35 | 0.6 | 0.7 | 0.2 | 1 | 0 | 0 | 0 | 16 | 32 | 64 | true | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 1,171 | 14,000 | 0.082146 | 0.144049 | 0 | 0 | 0 | 2026-08-23T06:38:04 |
counter | unknown | images_2 | 30,000 | [
30000
] | 0 | 155,767 | 277,614 | test/ours_30000/heatmap | 815.21 | 13m 35s | 5,914.73 | 12 | true | true | true | true | 0.5 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 158,154.12 | 10 | true | 1,000,000 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | true | 6,000 | 15,000 | 500 | 10 | 0.9 | 1 | 1 | 0.7 | 0.95 | 0.15 | tan | 0.35 | 0.6 | 0.7 | 0.2 | 1 | 0 | 0 | 0 | 16 | 32 | 64 | true | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 1,102 | 14,000 | 0.082146 | 0.116992 | 0 | 0 | 0 | 2026-08-23T06:51:51 |
flowers | unknown | images_4 | 30,000 | [
30000
] | 0 | 38,347 | 1,060,855 | test/ours_30000/heatmap | 1,704.51 | 28m 24s | 6,445 | 24 | true | true | true | true | 0.5 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 332,638.06 | 10 | true | 383,470 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | true | 6,000 | 15,000 | 500 | 10 | 0.9 | 1 | 1 | 0.7 | 0.95 | 0.15 | tan | 0.35 | 0.6 | 0.7 | 0.2 | 1 | 0 | 0 | 0 | 16 | 32 | 64 | true | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 1,134 | 14,000 | 0.082146 | 0.151479 | 0 | 0 | 0 | 2026-08-23T08:25:53 |
garden | unknown | images_4 | 30,000 | [
30000
] | 0 | 138,766 | 797,862 | test/ours_30000/heatmap | 1,430.41 | 23m 50s | 5,656.83 | 24 | true | true | true | true | 0.5 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 301,747.55 | 10 | true | 1,000,000 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | true | 6,000 | 15,000 | 500 | 10 | 0.9 | 1 | 1 | 0.7 | 0.95 | 0.15 | tan | 0.35 | 0.6 | 0.7 | 0.2 | 1 | 0 | 0 | 0 | 16 | 32 | 64 | true | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 1,172 | 14,000 | 0.082146 | 0.11926 | 0 | 0 | 0 | 2026-08-23T08:49:55 |
kitchen | unknown | images_2 | 30,000 | [
30000
] | 0 | 241,367 | 402,322 | test/ours_30000/heatmap | 1,096.51 | 18m 16s | 7,295.34 | 12 | true | true | true | true | 0.5 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 289,761.11 | 10 | true | 1,000,000 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | true | 6,000 | 15,000 | 500 | 10 | 0.9 | 1 | 1 | 0.7 | 0.95 | 0.15 | tan | 0.35 | 0.6 | 0.7 | 0.2 | 1 | 0 | 0 | 0 | 16 | 32 | 64 | true | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 1,147 | 14,000 | 0.082146 | 0.13802 | 0 | 0 | 0 | 2026-08-23T07:10:27 |
room | unknown | images_2 | 30,000 | [
30000
] | 0 | 112,627 | 324,310 | test/ours_30000/heatmap | 804.92 | 13m 24s | 7,332.65 | 12 | true | true | true | true | 0.5 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 93,497.22 | 10 | true | 1,000,000 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | true | 6,000 | 15,000 | 500 | 10 | 0.9 | 1 | 1 | 0.7 | 0.95 | 0.15 | tan | 0.35 | 0.6 | 0.7 | 0.2 | 1 | 0 | 0 | 0 | 16 | 32 | 64 | true | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 1,120 | 14,000 | 0.082146 | 0.144245 | 0 | 0 | 0 | 2026-08-23T07:24:06 |
stump | unknown | images_4 | 30,000 | [
30000
] | 0 | 32,049 | 946,258 | test/ours_30000/heatmap | 1,498.98 | 24m 58s | 5,396.61 | 24 | true | true | true | true | 0.5 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 213,609.56 | 10 | true | 320,490 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | true | 6,000 | 15,000 | 500 | 10 | 0.9 | 1 | 1 | 0.7 | 0.95 | 0.15 | tan | 0.35 | 0.6 | 0.7 | 0.2 | 1 | 0 | 0 | 0 | 16 | 32 | 64 | true | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 1,086 | 14,000 | 0.082146 | 0.162033 | 0 | 0 | 0 | 2026-08-23T09:15:00 |
treehill | unknown | images_4 | 30,000 | [
30000
] | 0 | 52,363 | 1,271,773 | test/ours_30000/heatmap | 1,881.71 | 31m 21s | 6,860.98 | 24 | true | true | true | true | 0.5 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 260,818.67 | 10 | true | 523,630 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | true | 6,000 | 15,000 | 500 | 10 | 0.9 | 1 | 1 | 0.7 | 0.95 | 0.15 | tan | 0.35 | 0.6 | 0.7 | 0.2 | 1 | 0 | 0 | 0 | 16 | 32 | 64 | true | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 1,139 | 14,000 | 0.082146 | 0.204998 | 0 | 0 | 0 | 2026-08-23T09:46:30 |
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