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exp_008_gentle_densify

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Started

19.7 dB
Train PSNR
Momentum
Plateau
Avg PSNR gaining slowly (+-0.51 dB / 5K steps)
PSNR Δ5K: -0.51 dB
Gaussian growth: +23,587
Loss trend: Increasing
Visual Analysis
ACCELERATING
All visual metrics improving (27 checkpoints analyzed)
SSIM
0.814
Blur Ratio
0.316
Edge Preservation
0.573
Expression Fidelity
1.000
Progress
0%
26,900 / 0 steps
Gaussians
43.6K
Growing
Speed
Duration
Densify Window
0K–0K
0 events
Batch Size
1
Step 26,9000 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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