Truck CVVDP CSF/CSF-R Scale 0.01 Comparison - truck

test / ours_30000 · 32 views · hover any image to sync zoom focus

Metrics CVVDP is reported as loss = 10 - JOD, so lower is better.

Method	#G (lower)	PSNR (higher)	SSIM (higher)	Off. LPIPS (lower)	Eval LPIPS (lower)	DISTS (lower)	CVVDP loss (lower)	L1 (lower)
Original Loss	2.59M	25.4481	0.8823	0.1466	0.1773	0.0468	1.4732	0.0302
WD	3.12M	22.7676	0.7695	0.1387	0.1764	0.0310	1.7448	0.0429
WD-R	3.05M	24.5268	0.8569	0.1151	0.1479	0.0282	1.5095	0.0340
Direct CVVDP 0.05	3.69M	20.2123	0.7567	0.2575	0.3143	0.1005	1.4747	0.0695
CSF Mean 0.01	0.70M	22.4355	0.7499	0.3112	0.3556	0.0993	1.8457	0.0465
CSF Mean+Std 0.01	1.96M	22.5826	0.7523	0.2947	0.3399	0.0909	1.7720	0.0454
CSF Mean-R 0.01	0.86M	23.9822	0.8222	0.2421	0.2832	0.0829	1.6368	0.0381
CSF Mean+Std-R 0.01	2.20M	23.6034	0.8134	0.2389	0.2810	0.0777	1.6539	0.0396

Diagnostic Crop 00007.png · crop xyxy=285,35,710,235 · local metrics are computed only inside this crop

Method	L1 (lower)	MSE (lower)	PSNR (higher)
Original Loss	0.04201	0.005403	22.67
WD	0.05448	0.009566	20.19
WD-R	0.05069	0.007779	21.09
Direct CVVDP 0.05	0.06839	0.010376	19.84
CSF Mean 0.01	0.04837	0.006713	21.73
CSF Mean+Std 0.01	0.05345	0.007569	21.21
CSF Mean-R 0.01	0.04413	0.005900	22.29
CSF Mean+Std-R 0.01	0.04919	0.006768	21.70

Diagnostic crop sheet — Crop comparison

Diagnostic diff sheet — Amplified absolute diff vs GT