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exp_187_cnn_relaxed_early_deform

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Started —

30.4 dB
Train PSNR
Momentum
Accelerating
Strong avg PSNR gain: +1.1 dB / 5K steps
PSNR Δ5K: +1.07 dB
Gaussian growth: +179,982
Loss trend: Decreasing
Visual Analysis
ACCELERATING
All visual metrics improving (16 checkpoints analyzed)
SSIM
0.906
Blur Ratio
0.343
Edge Preservation
0.583
Expression Fidelity
1.000
Progress
0%
30,850 / 0 steps
Gaussians
200.0K
Growing
Speed
—
Duration
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Densify Window
0K–0K
0 events
Batch Size
1
Step 30,8500 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

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Full Configuration
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