Image Quality Assessment Based on Joint Quality-Aware Representation Construction in Multiple Domains

Table 2

Performance comparison on different databases.

	SSIM	IFS	ESIM2	CLR	QASD	LCSIM3	CLFE	VSI	GMSD	MCSD	Ours
LIVE
PLCC	0.9449	0.9613	0.9613	0.9775	0.9602	0.9722	0.9829	0.9482	0.9603	0.9675	0.9801
SRCC	0.9479	0.9645	0.9598	0.9661	0.9646	0.9662	0.9755	0.9524	0.9603	0.9668	0.9749
RMSE	8.9455	7.5296	7.6656	5.0492	7.6334	7.0457	4.1701	8.6816	7.6214	6.9079	4.5550
TID2008
PLCC	0.7732	0.8762	0.9026	0.8885	0.8877	0.9107	0.8881	0.8762	0.8788	0.8844	0.9283
SRCC	0.7749	0.8840	0.8964	0.8806	0.8899	0.9113	0.8880	0.8979	0.8907	0.8911	0.9245
RMSE	0.8511	0.6468	0.5947	0.6106	0.6178	0.5525	0.6120	0.6466	0.6404	0.6263	0.4966
TID2013
PLCC	0.7895	0.8769	0.8804	0.8817	0.8894	0.8307	0.8939	0.9000	0.8553	0.8565	0.9269
SRCC	0.7417	0.8510	0.8990	0.8516	0.8657	0.8659	0.8802	0.8965	0.8044	0.8089	0.9114
RMSE	0.7608	0.5959	0.5430	0.5862	0.5667	0.6201	0.6552	0.5404	0.6423	0.6399	0.4641
CSIQ
PLCC	0.8613	0.9192	0.9620	0.9606	0.9466	0.9624	0.9680	0.9279	0.9541	0.9560	0.9689
SRCC	0.8756	0.9310	0.9606	0.9573	0.9516	0.9704	0.9627	0.9423	0.9570	0.9592	0.9639
RMSE	0.1334	0.1034	0.0729	0.0728	0.0846	0.0634	0.0650	0.0979	0.0786	0.0770	0.0646
w.a.
PLCC	0.8181	0.8950	0.9091	0.9083	0.9071	0.8909	0.9155	0.9047	0.8902	0.8935	0.9408
SRCC	0.7990	0.8872	0.9156	0.8903	0.9047	0.9065	0.9074	0.9113	0.8704	0.8738	0.9362
RMSE	1.9287	1.5838	1.5624	1.1939	1.5311	1.4926	1.0931	1.7304	1.6139	1.5019	1.0332