Image decomposition-based structural similarity index for image quality assessment

Yang, Junfeng; Lin, Yaping; Ou, Bo; Zhao, Xiaochao

doi:10.1186/s13640-016-0134-5

EURASIP Journal on Image and Video Processing

Table 4 Comparison of 8 IQA indices on three benchmark datasets

From: Image decomposition-based structural similarity index for image quality assessment

		VIF	GSM	PSNR	VSNR	SSIM	MSSSIM	IWSSIM	RFSIM	FSIM	FSIMc	SFF	IDSSIM	IDSSIMc
TID 2013	SROC	0.6769	0.7946	0.6862	0.6812	0.7417	0.7859	0.7779	0.7744	0.8015	0.8510	0.8513	0.8304	0.8608
	KROC	0.5147	0.6255	0.5043	0.5084	0.5588	0.6047	0.5977	0.5951	0.6289	0.6665	0.6588	0.6451	0.6781
	PLCC	0.7720	0.8464	0.6902	0.7402	0.7895	0.8329	0.8319	0.8333	0.8589	0.8769	0.8706	0.8584	0.8813
	RMSE	0.7880	0.6603	0.8976	0.8392	0.7608	0.6861	0.6880	0.6852	0.6349	0.5959	0.6099	0.6358	0.5859
TID 2008	SROC	0.7491	0.8504	0.5245	0.7046	0.7749	0.8542	0.8559	0.8680	0.8805	0.8840	0.8767	0.8736	0.8852
	KROC	0.5860	0.6596	0.3696	0.5340	0.5768	0.6568	0.6636	0.6780	0.6946	0.6991	0.6882	0.6827	0.7023
	PLCC	0.8084	0.8422	0.5309	0.6820	0.7732	0.8451	0.8579	0.8645	0.8738	0.8762	0.8817	0.8646	0.8741
	RMSE	0.7899	0.7235	1.1372	0.9815	0.8511	0.7173	0.6895	0.6746	0.6525	0.6468	0.6333	0.6742	0.6518
CSIQ	SROC	0.9195	0.9108	0.8057	0.8106	0.8756	0.9133	0.9213	0.9295	0.9242	0.9310	0.9627	0.9451	0.9419
	KROC	0.7537	0.7374	0.6080	0.6247	0.6907	0.7393	0.7529	0.7645	0.7567	0.7690	0.8281	0.7947	0.7875
	PLCC	0.9277	0.8964	0.8001	0.8002	0.8613	0.8991	0.9144	0.9179	0.9120	0.9192	0.9643	0.9317	0.9335
	RMSE	0.0980	0.1164	0.1575	0.1575	0.1334	0.1449	0.1063	0.1042	0.1022	0.1034	0.0695	0.0953	0.0941
LIVE	SROC	0.9636	0.9561	0.8755	0.9274	0.9479	0.9513	0.9567	0.9401	0.9634	0.9645	0.9649	0.9516	0.9555
	KROC	0.8282	0.8150	0.6864	0.7616	0.7963	0.8045	0.8175	0.7816	0.8337	0.8363	0.8365	0.8063	0.8095
	PLCC	0.9604	0.9512	0.8721	0.9231	0.9449	0.9489	0.9522	0.9354	0.9597	0.9613	0.9632	0.9473	0.9501
	RMSE	7.6137	8.4327	13.368	10.506	8.9455	8.6188	8.3473	9.6642	7.6780	7.5269	7.3460	8.7514	8.5221
A57	SROC	0.6223	0.9018	0.6189	0.9355	0.8066	0.8394	0.8706	0.8215	0.9181	–	–	0.9285	–
	KROC	0.4589	0.8724	0.4309	0.8031	0.6058	0.6478	0.6848	0.6324	0.7639	–	–	0.7741	–
	PLCC	0.6158	0.7231	0.6587	0.9472	0.8017	0.8504	0.9035	0.8475	0.9252	–	–	0.9282	–
	RMSE	0.1936	0.1206	0.1849	0.0781	0.1469	0.1293	0.1052	0.1305	0.0933	–	–	0.0900	–

The top 3 indices are highlighted in italics

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