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Run SummaryRun ID: lego-mcmc-fix2-30k
Workspace: splat / commit 3044a52
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Run summary · Phase 5 MCMC validation

lego-mcmc-fix2-30k

A.2 MCMC 完全実装 — fix#2 (opacity_l1=0、scale_l1 弱、reorder 済) で Lego 30k

mcmcphase-5lego-30ka2-validationfix2
partial pass
01

設定

dataset
/Users/otkrickey/dev/3dgs-workspace/datasets/nerf_synthetic/lego
iterations
30,000
seed
42
capacity
1,000,000 splats
sh_degree
3
loss
L1Ssim
lambda
0.200
ssim
window=7 sigma=1
backend.backward
Simd
backend.loss_path
Gpu
02

結果

Val PSNR
17.38dB
Wallclock
1h 10m 14s
Final splats
1,000,000
Final loss
6.086212e-2
03

描画結果

学習後の eval pipeline から取得した代表視点。

rendered view 0000
rendered view 0101
rendered view 0202
04

3D ビューワー

学習結果 PLY を .splat 形式に変換し、antimatter15/splat の WebGL ビューワーで対話表示。

05

推移

Loss curve — 反復ごとの training loss
1e-1.31e-1.01e-0.81e-0.61e-0.46,00012k18k24k30kthis runloss
Splat count — refine の発火と最終構成
-44,533229,035502,603776,1721,049,7406,00012k18k24k30kthis runsplats
06

中間ログ抜粋

iter本 run loss
13.4534e-1
5001.4916e-1
1,0001.5206e-1
1,5001.5193e-1
2,0001.3335e-1
2,5001.0997e-1
3,0001.0256e-1
3,5001.0020e-1
4,0009.6511e-2
4,5009.1617e-2
5,0008.7860e-2
5,5008.5908e-2
6,0008.4036e-2
6,5008.2469e-2
7,0007.7913e-2
7,5007.7221e-2
8,0007.2353e-2
8,5007.0200e-2
9,0006.8204e-2
9,5006.6680e-2
10,0006.6534e-2
10,5006.6811e-2
11,0006.5592e-2
11,5006.6283e-2
12,0006.5545e-2
12,5006.4604e-2
13,0006.6286e-2
13,5006.5306e-2
14,0006.5174e-2
14,5006.4529e-2
15,0006.4400e-2
15,5006.3403e-2
16,0006.3314e-2
16,5006.3952e-2
17,0006.3169e-2
17,5006.3574e-2
18,0006.3363e-2
18,5006.3776e-2
19,0006.2995e-2
19,5006.2490e-2
20,0006.3260e-2
20,5006.1870e-2
21,0006.2723e-2
21,5006.2446e-2
22,0006.2311e-2
22,5006.2650e-2
23,0006.2179e-2
23,5006.3124e-2
24,0006.2037e-2
24,5006.2625e-2
25,0006.2018e-2
25,5006.3068e-2
26,0006.0904e-2
26,5006.1672e-2
27,0006.2469e-2
27,5006.2045e-2
28,0006.0749e-2
28,5006.1537e-2
29,0006.1398e-2
29,5006.1129e-2
30,0006.0862e-2
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