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exp_161_clean_ml01
Completeml-01Started —
28.4 dB
Train PSNR
Momentum
Plateau
Avg PSNR gaining slowly (+-0.23 dB / 5K steps)
PSNR Δ5K: -0.23 dB
Gaussian growth: +179,982
Loss trend: Decreasing
Visual Analysis
STALLVisual quality plateaued (SSIM range 0.0099 over last 3 checkpoints) (31 checkpoints analyzed)
SSIM
0.878
Blur Ratio
0.229
Edge Preservation
0.499
Expression Fidelity
0.939
Progress
0%
60,000 / 0 steps
Gaussians
200.0K
Growing
Speed
—
Duration
—
Densify Window
0K–0K
0 events
Batch Size
1
Step 60,0000 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)
Visual Progress
Step 60Kml-01
— · Step 60K
exp 161 clean ml01
ml-01
—
MM
30
/100
28.4 dB
Step 58Kml-01
— · Step 58K
exp 161 clean ml01
ml-01
—
MM
31
/100
28.4 dB
Step 56Kml-01
— · Step 56K
exp 161 clean ml01
ml-01
—
MM
28
/100
27.0 dB
Step 54Kml-01
— · Step 54K
exp 161 clean ml01
ml-01
—
MM
31
/100
28.7 dB
Step 52Kml-01
— · Step 52K
exp 161 clean ml01
ml-01
—
MM
35
/100
30.4 dB
Step 50Kml-01
— · Step 50K
exp 161 clean ml01
ml-01
—
MM
33
/100
29.4 dB
Step 48Kml-01
— · Step 48K
exp 161 clean ml01
ml-01
—
MM
26
/100
27.5 dB
Step 46Kml-01
— · Step 46K
exp 161 clean ml01
ml-01
—
MM
18
/100
24.4 dB
Step 44Kml-01
— · Step 44K
exp 161 clean ml01
ml-01
—
MM
26
/100
26.5 dB
Step 42Kml-01
— · Step 42K
exp 161 clean ml01
ml-01
—
MM
28
/100
27.4 dB
Step 40Kml-01
— · Step 40K
exp 161 clean ml01
ml-01
—
MM
21
/100
25.5 dB
Step 38Kml-01
— · Step 38K
exp 161 clean ml01
ml-01
—
MM
26
/100
27.6 dB
Step 36Kml-01
— · Step 36K
exp 161 clean ml01
ml-01
—
MM
29
/100
28.1 dB
Step 34Kml-01
— · Step 34K
exp 161 clean ml01
ml-01
—
MM
32
/100
29.1 dB
Step 32Kml-01
— · Step 32K
exp 161 clean ml01
ml-01
—
MM
30
/100
28.1 dB
Step 30Kml-01
— · Step 30K
exp 161 clean ml01
ml-01
—
MM
30
/100
29.0 dB
Step 28Kml-01
— · Step 28K
exp 161 clean ml01
ml-01
—
MM
28
/100
27.7 dB
Step 26Kml-01
— · Step 26K
exp 161 clean ml01
ml-01
—
MM
26
/100
27.5 dB
Step 24Kml-01
— · Step 24K
exp 161 clean ml01
ml-01
—
MM
24
/100
26.6 dB
Step 22Kml-01
— · Step 22K
exp 161 clean ml01
ml-01
—
MM
24
/100
26.9 dB
Step 20Kml-01
— · Step 20K
exp 161 clean ml01
ml-01
—
MM
29
/100
28.8 dB
Step 18Kml-01
— · Step 18K
exp 161 clean ml01
ml-01
—
MM
27
/100
28.1 dB
Step 16Kml-01
— · Step 16K
exp 161 clean ml01
ml-01
—
MM
27
/100
27.6 dB
Step 14Kml-01
— · Step 14K
exp 161 clean ml01
ml-01
—
MM
26
/100
27.3 dB
Step 12Kml-01
— · Step 12K
exp 161 clean ml01
ml-01
—
MM
26
/100
28.1 dB
Step 10Kml-01
— · Step 10K
exp 161 clean ml01
ml-01
—
MM
25
/100
27.6 dB
Step 8Kml-01
— · Step 8K
exp 161 clean ml01
ml-01
—
MM
23
/100
26.8 dB
Step 6Kml-01
— · Step 6K
exp 161 clean ml01
ml-01
—
MM
22
/100
26.8 dB
Step 4Kml-01
— · Step 4K
exp 161 clean ml01
ml-01
—
MM
16
/100
23.9 dB
Step 2Kml-01
— · Step 2K
exp 161 clean ml01
ml-01
—
MM
15
/100
23.9 dB
Step 1ml-01
— · Step 1
exp 161 clean ml01
ml-01
—
MM
2
/100
10.6 dB
Full Configuration
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