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 1 Average LCC, SROCC, and KRCC of 1,000 runs of simulations, using different color spaces on LIVE, CSIQ, and TID2013 databases

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

		HSV			LAB			RGB			YCbCr			ALL
	Distortion	SROCC	LCC	KRCC	SROCC	LCC	KRCC	SROCC	LCC	KRCC	SROCC	LCC	KRCC	SROCC	LCC	KRCC
LIVE	JPEG	0.9294	0.9564	0.7861	0.9069	0.9207	0.7507	0.9131	0.9291	0.7531	0.9335	0.9659	0.7943	0.9325	0.9532	0.7967
	JPEG2k	0.9324	0.9459	0.7841	0.9187	0.9166	0.7668	0.9126	0.9151	0.7551	0.9457	0.9555	0.8071	0.9497	0.9531	0.8176
	WN	0.9671	0.9717	0.8562	0.9448	0.9414	0.8145	0.9631	0.9565	0.8498	0.9706	0.9812	0.8691	0.9845	0.9817	0.9012
	GB	0.9418	0.9441	0.8081	0.9418	0.9217	0.8081	0.9484	0.9406	0.8209	0.9421	0.9494	0.8113	0.9641	0.9672	0.8498
	FF	0.8727	0.9067	0.7052	0.8431	0.8464	0.6827	0.8581	0.8641	0.6763	0.8868	0.9011	0.7181	0.8977	0.8979	0.7309
	ALL	0.9385	0.9444	0.7908	0.9152	0.9077	0.7586	0.9252	0.9175	0.7701	0.9435	0.9524	0.8019	0.9492	0.9479	0.8128
CSIQ	JPEG	0.9217	0.9492	0.7718	0.9172	0.9526	0.7594	0.8944	0.9466	0.7165	0.9203	0.9481	0.7718	0.9331	0.9565	0.7655
	JPEG2k	0.8661	0.8816	0.7057	0.8662	0.8775	0.7057	0.8843	0.9099	0.7195	0.8783	0.8848	0.7243	0.8871	0.9186	0.7272
	WN	0.8945	0.8633	0.7212	0.8821	0.8856	0.7011	0.8433	0.8523	0.6689	0.9541	0.9596	0.8344	0.9346	0.9279	0.7924
	GB	0.8987	0.9153	0.7318	0.9083	0.9253	0.7442	0.9151	0.9361	0.7641	0.9119	0.9198	0.7609	0.9197	0.9258	0.7655
	PN	0.8678	0.8626	0.6951	0.8824	0.8862	0.7195	0.8391	0.8341	0.6551	0.9551	0.9521	0.8331	0.9461	0.9399	0.8068
	CD	0.8008	0.7782	0.6344	0.7431	0.7457	0.5553	0.4928	0.4409	0.3722	0.6398	0.6774	0.4782	0.8097	0.8235	0.6257
	ALL	0.8799	0.8909	0.7103	0.8879	0.8993	0.7166	0.8421	0.8693	0.6587	0.8938	0.9057	0.7365	0.8949	0.9152	0.7269
TID2013	AGN	0.8088	0.8063	0.6333	0.7869	0.7827	0.5933	0.7281	0.6942	0.5267	0.8044	0.7911	0.6067	0.9217	0.9221	0.7733
	ANCC	0.7681	0.7656	0.5800	0.7645	0.7421	0.5733	0.5446	0.5453	0.3933	0.6831	0.6537	0.4950	0.8662	0.8565	0.6867
	CCS	0.5456	0.5157	0.4067	0.4969	0.4444	0.3686	0.5723	0.5523	0.4333	0.4635	0.4436	0.3600	0.5991	0.5990	0.4533
	CA	0.6621	0.9102	0.5133	0.7294	0.9404	0.5698	0.4194	0.8087	0.3024	0.5090	0.8492	0.3867	0.7583	0.9537	0.6000
	CN	0.5052	0.4054	0.3600	0.3410	0.3034	0.2467	0.5815	0.5307	0.4140	0.6172	0.5788	0.4574	0.5765	0.5319	0.4267
	CC	0.5308	0.5904	0.3867	0.7200	0.7302	0.5200	0.0812	0.0548	0.0568	0.3685	0.3628	0.2705	0.5100	0.4888	0.3706
	GB	0.8784	0.8695	0.7067	0.8492	0.8665	0.6667	0.8601	0.8816	0.6667	0.8596	0.8858	0.6756	0.8655	0.8685	0.6800
	HFN	0.9056	0.9217	0.7492	0.8657	0.8891	0.6800	0.8144	0.8453	0.6133	0.9083	0.9244	0.7333	0.9319	0.9424	0.7780
	ICQ	0.8592	0.8502	0.6867	0.7902	0.8059	0.6067	0.7835	0.7907	0.5933	0.7819	0.7911	0.5843	0.7877	0.8021	0.5933
	ID	0.8958	0.8925	0.7400	0.8892	0.8975	0.7333	0.7746	0.8610	0.5800	0.8462	0.8756	0.6667	0.8388	0.8927	0.6733
	IN	0.7317	0.7334	0.5667	0.7700	0.7535	0.5733	0.5041	0.4511	0.3667	0.6015	0.5865	0.4400	0.6699	0.6616	0.5267
	JPEG2k	0.8835	0.9261	0.7200	0.8808	0.9346	0.7133	0.8796	0.9257	0.7067	0.8923	0.9390	0.7267	0.8792	0.9295	0.7133
	JPEG2k+TE	0.5031	0.4763	0.3667	0.3088	0.2953	0.2267	0.5962	0.6047	0.4267	0.6165	0.6160	0.4400	0.6160	0.6069	0.4600
	JPEG	0.8305	0.8897	0.6244	0.8283	0.8934	0.6200	0.8173	0.8802	0.6133	0.7519	0.8701	0.5533	0.8531	0.9232	0.6600
	JPEG+TE	0.4650	0.5090	0.3400	0.3362	0.3417	0.2467	0.5109	0.5898	0.3867	0.6024	0.7145	0.4641	0.3819	0.3884	0.2733
	LBD	0.1952	0.1338	0.1533	0.3468	0.2292	0.2771	0.1319	0.1135	0.0933	0.1344	0.1118	0.1000	0.1754	0.1255	0.1302
	LC	0.7277	0.7359	0.5533	0.8027	0.8106	0.6200	0.5723	0.6058	0.4200	0.6623	0.6602	0.4967	0.9000	0.9066	0.7400
	MN	0.7582	0.7388	0.5576	0.6577	0.6889	0.4800	0.5114	0.5618	0.3533	0.5920	0.6151	0.4274	0.7738	0.7917	0.5776
	MS	0.0869	0.0915	0.0600	0.2115	0.1868	0.1467	0.1260	0.1092	0.0902	0.1138	0.0865	0.0835	0.1254	0.0775	0.0867
	MGN	0.7844	0.7715	0.6165	0.7426	0.7453	0.5442	0.6792	0.6853	0.4908	0.7662	0.7617	0.5667	0.8769	0.8836	0.7045
	NEPN	0.1929	0.1835	0.1353	0.1408	0.1683	0.0968	0.2058	0.2008	0.1436	0.1960	0.1764	0.1369	0.1985	0.2100	0.1369
	QN	0.8941	0.8958	0.7267	0.8562	0.8530	0.6800	0.8215	0.8093	0.6400	0.8750	0.8460	0.7045	0.8662	0.8700	0.6912
	SSR	0.8992	0.9237	0.7400	0.8946	0.9155	0.7267	0.8900	0.9266	0.7200	0.8858	0.9229	0.7200	0.9146	0.9415	0.7600
	SCN	0.7262	0.7269	0.5533	0.8708	0.8804	0.7000	0.7169	0.7323	0.5467	0.8323	0.8424	0.6400	0.9023	0.9098	0.7133
	ALL	0.7008	0.7553	0.5230	0.7097	0.7560	0.5214	0.6418	0.7222	0.4656	0.6888	0.7537	0.5058	0.7231	0.7746	0.5444
Average		0.7486	0.7586	0.5973	0.7407	0.7495	0.5845	0.6841	0.7051	0.5322	0.7323	0.7529	0.5837	0.7767	0.7885	0.6282

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