Image Quality Evaluation Based on Gradient, Visual Saliency, and Color Information

Table 3

SROCC scores for the 8 IQMs with individual distortion types in the CSIQ, LIVE, and TID2013 databases.

Types	PSNR	SSIM	VIF-p	IW-SSIM	VSI	DualCNN	DRF-IQA	GSC
CSIQ
AWGN	0.9363	0.8974	0.9575	0.9380	0.9636	0.9472	0.9109	0.9588
JPEG	0.8879	0.9543	0.9703	0.9659	0.9618	0.9584	0.9614	0.9660
JP2K	0.9361	0.9605	0.9671	0.9682	0.9694	0.9601	0.9686	0.9713
GB	0.9291	0.9608	0.9744	0.9781	0.9679	0.9442	0.9725	0.9789
PN	0.8861	0.8914	0.8756	0.8614	0.8945	0.9225	0.9421	0.9389
CC	0.8478	0.8547	0.8897	0.8845	0.8874	0.9018	0.9632	0.9145
LIVE
AWGN	0.9854	0.9694	0.9848	0.9667	0.9835	0.9899	0.9881	0.9850
JPEG	0.8809	0.9764	0.9846	0.9808	0.9761	0.9845	0.9828	0.9867
JP2K	0.8954	0.9614	0.9696	0.9649	0.9604	0.9701	0.9682	0.9726
GB	0.7823	0.9517	0.9728	0.9720	0.9527	0.9747	0.9625	0.9765
FF	0.8847	0.8478	0.8971	0.9145	0.9245	0.9269	0.9145	0.9489
TID2013
AGN	0.8293	0.8671	0.8994	0.8438	0.9460	0.8973	0.9761	0.9120
ANC	0.7808	0.7726	0.8299	0.7515	0.8705	0.8208	0.9401	0.9352
SCN	0.7966	0.8515	0.8835	0.8167	0.9367	0.8750	0.9211	0.9435
MN	0.6226	0.7767	0.8450	0.8020	0.7697	0.8944	0.8699	0.8898
HFN	0.8123	0.8634	0.8972	0.8553	0.9200	0.8984	0.9341	0.9258
IN	0.7109	0.7503	0.8537	0.7281	0.8741	0.8072	0.8619	0.9046
QN	0.8781	0.8657	0.7854	0.8468	0.8748	0.8719	0.9410	0.7585
GB	0.8143	0.9668	0.9650	0.9701	0.9612	0.9712	0.9559	0.9704
DEN	0.8597	0.9254	0.8911	0.9152	0.9484	0.9302	0.9500	0.9498
JPEG	0.9023	0.9200	0.9192	0.9187	0.9541	0.9324	0.9621	0.9627
JP2K	0.9316	0.9468	0.9516	0.9710	0.9706	0.9577	0.9465	0.9542
JPTE	0.7261	0.8493	0.8409	0.8388	0.8216	0.8464	0.9321	0.9003
J2TE	0.8386	0.8828	0.8761	0.8656	0.8228	0.8913	0.9280	0.8790
NEPN	0.7874	0.7821	0.7720	0.8011	0.8060	0.7917	0.6807	0.8976
BLOCK	0.4921	0.5720	0.5306	0.3717	0.1713	0.7189	0.6493	0.7455
MS	0.7402	0.7752	0.6276	0.7833	0.7700	0.7531	0.7261	0.7683
CC	0.2523	0.3775	0.8386	0.4593	0.4754	0.4686	0.7150	0.7819
CCS	0.4103	0.4141	0.3099	0.4196	0.8100	0.2748	0.4001	0.6366
MGN	0.6785	0.7803	0.8468	0.7728	0.9117	0.8469	0.8600	0.9266
CN	0.8278	0.8566	0.9246	0.8762	0.9043	0.9121	0.9478	0.9114
LCNI	0.8506	0.9057	0.9204	0.9037	0.9064	0.9466	0.9466	0.9172
ICQD	0.7401	0.8542	0.8414	0.8401	0.8839	0.8760	0.9294	0.9002
CHA	0.7242	0.8775	0.8848	0.8682	0.8906	0.8715	0.7505	0.8837
SSR	0.8674	0.9461	0.9395	0.9474	0.9228	0.9565	0.9591	0.9345
Count	0	1	3	2	10	11	16	27