triangle_30k_v2

Completeraider

Started Apr 1, 2026, 8:29 PM — Completed Apr 1, 2026, 10:27 PM

22.0 dB

Train PSNR

Momentum

Plateau

Avg PSNR gaining slowly (+0.12 dB / 5K steps)

PSNR Δ5K: +0.12 dB

Gaussian growth: +567

Loss trend: Decreasing

Visual Analysis

HEALTHY

Visual quality improving (6 checkpoints analyzed)

SSIM

0.690

Blur Ratio

0.366

Edge Preservation

0.119

Expression Fidelity

1.000

Progress

100.0%

30,000 / 30,000 steps

Gaussians

10.7K

Growing

Speed

4.3 it/s

Duration

1h 57m 22s

Densify Window

5K–30K

111 events

Batch Size

Step 30,00030,000 total

densify

Training Metrics

Train + Val PSNR (dB) — Higher is Better

Training Loss — Lower is Better

Gaussian Count — Grows During Densification

Training Speed (iterations/sec) & GPU Memory (GB)

Densification Events

Total Cloned

483

Total Split

754

Total Pruned

546

Step	Cloned	Split	Pruned	Total After
24,000	+0	+2	-4	10,640
24,200	+2	+1	-0	10,643
24,400	+0	+6	-1	10,648
24,600	+0	+4	-2	10,650
24,800	+0	+2	-3	10,649
25,000	+0	+2	-0	10,651
25,400	+1	+1	-2	10,651
25,600	+0	+1	-0	10,652
25,800	+0	+1	-0	10,653
26,000	+0	+4	-2	10,655
26,200	+0	+1	-0	10,656
26,400	+0	+1	-1	10,656
26,600	+0	+1	-1	10,656
26,800	+2	+2	-2	10,658
27,000	+2	+3	-0	10,663
27,400	+1	+1	-0	10,665
27,600	+0	+1	-0	10,666
27,800	+0	+2	-0	10,668
28,400	+0	+1	-0	10,669
29,200	+0	+1	-3	10,667

Visual Progress

Step 30Kraider

10:27 PM · Apr 1

Step 30K

triangle 30k v2

raider

10:27 PM

Apr 1

/100

22.0 dB

Step 25Kraider

10:07 PM · Apr 1

Step 25K

triangle 30k v2

raider

10:07 PM

Apr 1

/100

22.3 dB

Step 20Kraider

9:47 PM · Apr 1

Step 20K

triangle 30k v2

raider

9:47 PM

Apr 1

/100

21.5 dB

Step 15Kraider

9:28 PM · Apr 1

Step 15K

triangle 30k v2

raider

9:28 PM

Apr 1

/100

21.9 dB

Step 10Kraider

9:08 PM · Apr 1

Step 10K

triangle 30k v2

raider

9:08 PM

Apr 1

/100

20.8 dB

Step 5Kraider

8:49 PM · Apr 1

Step 5K

triangle 30k v2

raider

8:49 PM

Apr 1

/100

19.9 dB

Full Configuration

{
  "train_width": 960,
  "train_height": 540,
  "sh_degree": 1,
  "background": [
    0.10506118834018707,
    0.11936836689710617,
    0.14476709067821503
  ],
  "lr_means": 0.00001,
  "lr_scales": 0.005,
  "lr_rotations": 0.0005,
  "lr_opacities": 0.01,
  "lr_colors": 0.005,
  "lr_expression": 0.001,
  "lr_decay": 0.01,
  "lambda_ssim": 0,
  "lambda_depth": 0,
  "lambda_lpips": 0.1,
  "use_face_mask": true,
  "lambda_scale_reg": 0,
  "iterations": 30000,
  "densify_from": 5000,
  "densify_until": 30000,
  "densify_every": 200,
  "densify_grad_thresh": 0.0001,
  "prune_opacity_thresh": 0.01,
  "densify_size_thresh": 0.003,
  "max_gaussians": 500000,
  "reset_opacity_every": 5000,
  "log_every": 100,
  "save_every": 5000,
  "use_expression_opacity": false,
  "use_expression_scale": false,
  "use_neural_features": true,
  "feature_dim": 32,
  "lr_features": 0.005,
  "lr_decoder": 0.001,
  "freeze_positions_until": 5000,
  "expr_conditioned_decoder": true,
  "use_regional_basis": false,
  "use_deformation_mlp": true,
  "deformation_hidden_dim": 128,
  "lambda_lbs": 10,
  "lambda_deform": 10,
  "max_deform": 0.02,
  "model_type": "flame",
  "use_triangle_binding": true,
  "lambda_depth_l1": 0.1,
  "use_absgrad": true,
  "lr_normal_offset": 0.0001,
  "lr_tangent_offset": 0.0001,
  "use_superres": false,
  "superres_scale": 2,
  "superres_base_channels": 64,
  "lr_superres": 0.001,
  "superres_render_width": 480,
  "superres_render_height": 270,
  "max_frames": 0,
  "batch_cameras": 2,
  "batch_frames": 1
}