Total Variation Based Perceptual Image Quality Assessment Modeling

Table 1

Performance comparisons of eight IQA metrics on four publicly available image databases.

Metric	CC	SRCC	KRCC
Cornell-A57 database (54 images) [6, 7]
PSNR	0.6346	0.6189	0.4309
SSIM [1]	0.7531	0.8066	0.6058
TVPIQA	0.8797	0.8328	0.6510
IW-PSNR [4]	0.8752	0.8759	0.6967
IW-SSIM [4]	0.8918	0.8709	0.6842
MS-SSIM [14]	0.8396	0.8414	0.6478
VSNR [7]	0.9147	0.9355	0.8031
VIF [5]	0.6141	0.6223	0.4589
IVC database (185 images) [8, 9]
PSNR	0.6705	0.6884	0.5218
SSIM [1]	0.8092	0.9018	0.7223
TVPIQA	0.8551	0.9043	0.7242
IW-PSNR [4]	0.8900	0.8998	0.7165
IW-SSIM [4]	0.7943	0.9125	0.7339
MS-SSIM [14]	0.7854	0.8980	0.7203
VSNR [7]	0.7824	0.7993	0.6053
VIF [5]	0.8800	0.8964	0.7158
TID2008 database without contrast distortion (1600 images) [10, 11]
PSNR	0.5599	0.5974	0.4394
SSIM [1]	0.7519	0.7912	0.5912
TVPIQA	0.8592	0.8772	0.6869
IW-PSNR [4]	0.6353	0.7855	0.6074
IW-SSIM [4]	0.8217	0.8748	0.6868
MS-SSIM [14]	0.8031	0.8742	0.6798
VSNR [7]	0.3238	0.7992	0.6096
VIF [5]	0.7622	0.7383	0.5777
TID2008 database with only contrast distortion (100 images) [10, 11]
PSNR	0.5770	0.5830	0.4178
SSIM [1]	0.5061	0.5204	0.3891
TVPIQA	0.6210	0.6054	0.4421
IW-PSNR [4]	0.5691	0.5627	0.4000
IW-SSIM [4]	0.7605	0.6251	0.4675
MS-SSIM [14]	0.7556	0.6379	0.4793
VSNR [7]	0.4048	0.4090	0.2686
VIF [5]	0.8706	0.8094	0.5678
CSIQ database without contrast distortion (750 images) [12, 13]
PSNR	0.8544	0.9061	0.7237
SSIM [1]	0.8475	0.9247	0.7534
TVPIQA	0.9040	0.9583	0.8170
IW-PSNR [4]	0.9267	0.9523	0.8069
IW-SSIM [4]	0.8292	0.9544	0.8096
MS-SSIM [14]	0.8481	0.9506	0.7984
VSNR [7]	0.8471	0.9266	0.7575
VIF [5]	0.9137	0.9181	0.7561
CSIQ database with only contrast distortion (116 images) [12, 13]
PSNR	0.8887	0.8621	0.6449
SSIM [1]	0.7666	0.7922	0.5779
TVPIQA	0.9491	0.9543	0.8162
IW-PSNR [4]	0.9125	0.9230	0.7508
IW-SSIM [4]	0.9098	0.9539	0.8168
MS-SSIM [14]	0.9003	0.9526	0.8123
VSNR [7]	0.8680	0.8795	0.7022
VIF [5]	0.9336	0.9404	0.7901