Referenceless image quality assessment by saliency, color-texture energy, and gradient boosting machines

Garcia Freitas, Pedro; Akamine, Welington Y. L.; Farias, Mylène C. Q.

doi:10.1186/s13173-018-0073-3

Journal of the Brazilian Computer Society

Table 2 Mean SROCC of the PSNR, SSIM, RIQMC, BRISQUE, CORNIA, CQA, SSEQ, LTP, NFERM, and the proposed metrics, obtained for 1000 simulation runs on the LIVE, CSIQ, and TID2013 databases

From: Referenceless image quality assessment by saliency, color-texture energy, and gradient boosting machines

Database	Distortion	PSNR	SSIM	RIQMC	BRISQUE	CORNIA	CQA	SSEQ	LTP	NFERM	PROPOSED
LIVE	JPEG	0.8515	0.9481	0.7794	0.8641	0.9002	0.8257	0.9122	0.9395	*0.9645*	0.9325
	JPEG2k	0.8822	0.9438	0.5383	0.8838	0.9246	0.8366	0.9388	0.9372	0.9411	*0.9497*
	WN	0.9851	0.9793	0.6628	0.9750	0.9500	0.9764	0.9544	0.9646	0.9838	0.9845
	GB	0.7818	0.8889	0.8711	0.9304	0.9465	0.8377	0.9157	0.9530	0.9219	*0.9641*
	FF	0.8869	0.9335	0.6802	0.8469	0.9132	0.8262	0.9038	0.8758	0.8627	0.8977
	ALL	0.8013	0.8902	0.6785	0.9098	0.9386	0.8606	0.9356	0.9316	0.9405	*0.9492*
CSIQ	JPEG	0.9009	0.9309	0.7242	0.8525	0.8319	0.6506	0.8066	0.9292	0.9036	*0.9331*
	JPEG2k	0.9309	0.9251	0.5795	0.8458	0.8405	0.8214	0.7302	0.8877	0.9223	0.8871
	WN	0.9345	0.8761	0.4678	0.6931	0.6187	0.7276	0.7876	0.6454	0.9214	*0.9346*
	GB	0.9358	0.9089	0.8007	0.8337	0.8526	0.7486	0.7766	0.9244	0.8962	0.9197
	PN	0.9315	0.8871	0.3653	0.7740	0.5340	0.5463	0.6661	0.7828	0.6334	*0.9461*
	CD	0.8862	0.8128	0.9565	0.4255	0.4458	0.5383	0.4172	0.2082	0.3774	0.8097
	ALL	0.8088	0.8116	0.5066	0.7597	0.6969	0.6369	0.7007	0.8280	*0.9142*	0.8949
TID2013	AGC	0.8568	0.7912	0.3555	0.4166	0.2605	0.3964	0.3949	0.5963	0.7077	*0.9217*
	AGN	0.9337	0.6421	0.6055	0.6416	0.5689	0.6051	0.6040	0.6631	0.8567	0.8662
	CA	0.7759	0.7158	0.5726	0.7310	0.6844	0.4380	0.4366	0.6749	0.6357	0.5991
	CC	0.4608	0.3477	0.8044	0.1849	0.1400	0.2043	0.2006	0.1886	0.2148	0.7583
	CCS	0.6892	0.7641	0.0581	0.2715	0.2642	0.2461	0.2547	0.2384	0.3106	0.5765
	CN	0.8838	0.6465	0.6262	0.2176	0.3553	0.1623	0.1642	0.3880	0.1385	0.5100
	GB	0.8905	0.8196	0.7687	0.8063	0.8341	0.7019	0.7058	0.7465	0.8502	0.8655
	HFN	0.9165	0.7962	0.4267	0.7103	0.7707	0.7104	0.7061	0.7626	0.8797	*0.9319*
	ICQ	0.9087	0.7271	0.8691	0.7663	0.7044	0.6829	0.6834	0.7603	0.4804	0.7877
	ID	0.9457	0.8327	0.8661	0.5243	0.7227	0.6711	0.6716	0.7063	0.6405	0.8388
	IN	0.9263	0.8055	0.1222	0.6848	0.5874	0.4231	0.4272	0.6484	0.1735	0.6699
	IS	0.7647	0.7411	0.5979	0.2224	0.2403	0.2011	0.2013	0.3291	0.0407	*0.8792*
	JPEG	0.9252	0.8275	0.7293	0.7252	0.7815	0.6317	0.6284	0.6631	0.8711	0.6160
	JPEGTE	0.7874	0.6144	0.6009	0.3581	0.5679	0.2221	0.2195	0.2314	0.1281	*0.8531*
	JPEG2k	0.8934	0.7531	0.5967	0.7337	0.8089	0.7219	0.7205	0.7780	0.8068	0.3819
	JPEG2kTE	0.8581	0.7067	0.7189	0.7277	0.6113	0.6529	0.6529	0.6594	0.1686	0.1754
	LBD	0.1301	0.6213	0.2471	0.2833	0.2157	0.2382	0.2290	0.3813	0.1995	*0.9000*
	LC	0.9386	0.8311	0.5346	0.5726	0.6682	0.4561	0.4460	0.6533	0.6516	0.7738
	MGN	0.9085	0.7863	0.3751	0.5548	0.4393	0.4969	0.4897	0.6209	0.7159	0.1254
	MN	0.8385	0.7388	0.0438	0.2650	0.2342	0.2506	0.2575	0.4243	0.2238	*0.8769*
	NEPN	0.6931	0.5326	0.1496	0.1821	0.2855	0.1308	0.1275	0.1256	0.0667	0.1985
	QN	0.8636	0.7428	0.8697	0.5383	0.4922	0.7242	0.7214	0.7361	0.7716	0.8662
	SCN	0.9152	0.7934	0.7811	0.7238	0.7043	0.7121	0.7064	0.7015	0.2181	0.9146
	SSR	0.9241	0.7774	0.6967	0.7101	0.8594	0.8115	0.8084	0.8457	0.7865	0.9023
	ALL	0.6869	0.5758	0.4439	0.5416	0.6006	0.4925	0.4900	0.6078	0.3971	*0.7231*
Average		0.8377	0.7807	0.5808	0.6234	0.6262	0.5741	0.5893	0.6563	0.6084	0.7767

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