scene stringclasses 7
values | git_branch stringclasses 1
value | image_scale stringclasses 1
value | iterations int64 30k 30k | saved_checkpoints listlengths 1 1 | checkpoint_interval int64 0 0 | initial_gaussians int64 100k 100k | final_gaussians int64 78.8k 234k | gaussian_heatmap_dir stringclasses 1
value | training_time_seconds float64 618 944 | training_time_formatted stringclasses 7
values | peak_vram_mib float64 2.48k 6.7k | asg_degree int64 24 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 1 1 | 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 77.3k 191k | num_score_cameras int64 10 10 | use_ref_score bool 1
class | max_refscore_gaussians int64 -1 -1 | 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 0 0 | reflection_sampling_active_steps int64 0 0 | avg_reflection_sampling_ratio float64 0 0 | avg_prioritized_view_score float64 0 0 | 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 2026-08-22 07:12:21 2026-08-22 17:35:45 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ashtray | unknown | images | 30,000 | [
30000
] | 0 | 100,000 | 132,217 | test/ours_30000/heatmap | 665.43 | 11m 5s | 3,190.81 | 24 | true | false | false | false | 1 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 129,676.76 | 10 | false | -1 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | false | 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 | false | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2026-08-22T15:49:46 |
dishes | unknown | images | 30,000 | [
30000
] | 0 | 100,000 | 173,882 | test/ours_30000/heatmap | 824.66 | 13m 44s | 3,470.8 | 24 | true | false | false | false | 1 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 168,581.91 | 10 | false | -1 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | false | 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 | false | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2026-08-22T16:08:38 |
headphone | unknown | images | 30,000 | [
30000
] | 0 | 100,000 | 234,089 | test/ours_30000/heatmap | 944.02 | 15m 44s | 6,702.56 | 24 | true | false | false | false | 1 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 177,603.6 | 10 | false | -1 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | false | 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 | false | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2026-08-22T17:35:45 |
jupyter | unknown | images | 30,000 | [
30000
] | 0 | 100,000 | 78,757 | test/ours_30000/heatmap | 618.24 | 10m 18s | 3,070.03 | 24 | true | false | false | false | 1 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 77,255.08 | 10 | false | -1 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | false | 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 | false | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2026-08-22T16:34:51 |
lock | unknown | images | 30,000 | [
30000
] | 0 | 100,000 | 226,970 | test/ours_30000/heatmap | 883.73 | 14m 43s | 3,773.26 | 24 | true | false | false | false | 1 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 190,662.07 | 10 | false | -1 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | false | 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 | false | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2026-08-22T16:56:05 |
record | unknown | images | 30,000 | [
30000
] | 0 | 100,000 | 100,176 | test/ours_30000/heatmap | 711.94 | 11m 51s | 2,484.4 | 24 | true | false | false | false | 1 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 100,124.71 | 10 | false | -1 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | false | 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 | false | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2026-08-22T17:13:19 |
teapot | unknown | images | 30,000 | [
30000
] | 0 | 100,000 | 126,666 | test/ours_30000/heatmap | 670 | 11m 10s | 6,045.66 | 24 | true | false | false | false | 1 | 0.02 | 0.0008 | 100 | default | -1 | -1 | -1 | -1 | 3,000 | 0 | 117,869.84 | 10 | false | -1 | 10 | 200,000 | 1,000,000 | 1 | 0.15 | 0.5 | 0.9 | 0.75 | 0.85 | 1.5 | 0 | false | 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 | false | 0.1 | 6,000 | 15,000 | 20,000 | 1 | 0.7 | 0.95 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2026-08-22T07:12:21 |
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