Sparse Bayesian blind image deconvolution with parameter estimation

Amizic, Bruno; Molina, Rafael; Katsaggelos, Aggelos K

doi:10.1186/1687-5281-2012-20

EURASIP Journal on Image and Video Processing

Table 2 ${SSE}_{\hat{x}}$ and ${ER}_{\hat{x}}$ values, for the images and blurs defined in Figures 4 and 5 , respectively

From: Sparse Bayesian blind image deconvolution with parameter estimation

Blur	Method	Image 1		Image 2		Image 3		Image 4
		${SSE}_{\hat{x}}$	${ER}_{\hat{x}}$	${SSE}_{\hat{x}}$	${ER}_{\hat{x}}$	${SSE}_{\hat{x}}$	${ER}_{\hat{x}}$	${SSE}_{\hat{x}}$	${ER}_{\hat{x}}$
Blur 1	ALG	29.91	0.91	43.93	0.91	24.75	0.78	43.73	1.46
	Fergus et al.	39.73	1.21	59.71	1.24	39.48	1.25	44.33	1.48
	Cho et al.	33.05	1.00	64.88	1.35	26.74	0.85	31.59	1.05
	Shan et al.	49.79	1.51	100.70	2.09	45.83	1.45	53.76	1.79
	Levin et al.	44.06	1.34	63.98	1.33	38.82	1.23	78.25	2.61
Blur 2	ALG	33.47	0.89	50.00	0.97	20.59	0.57	42.18	0.96
	Fergus et al.	40.70	1.08	66.12	1.29	41.55	1.15	93.14	2.11
	Cho et al.	34.13	0.91	53.42	1.04	30.18	0.83	102.24	2.32
	Shan et al.	38.87	1.03	313.48	6.11	29.74	0.82	146.73	3.33
	Levin et al.	48.50	1.29	74.05	1.44	46.73	1.29	128.82	2.92
Blur 3	ALG	27.45	1.06	19.38	0.45	16.96	0.92	17.78	1.16
	Fergus et al.	30.05	1.16	55.75	1.31	21.36	1.16	19.63	1.29
	Cho et al.	31.41	1.21	29.17	0.68	17.56	0.95	19.55	1.28
	Shan et al.	28.12	1.08	53.48	1.25	19.20	1.04	16.33	1.07
	Levin et al.	34.93	1.35	64.27	1.50	18.93	1.03	49.97	3.27
Blur 4	ALG	51.59	1.08	93.70	1.30	28.69	0.74	44.15	1.11
	Fergus et al.	125.80	2.64	112.92	1.56	81.28	2.09	11658.02	294.05
	Cho et al.	63.73	1.34	80.16	1.11	41.34	1.06	84.32	2.13
	Shan et al.	100.43	2.11	178.28	2.47	134.77	3.46	429.12	10.82
	Levin et al.	95.81	2.01	105.20	1.45	68.15	1.75	97.73	2.46
Blur 5	ALG	31.39	1.50	36.54	1.32	21.28	1.45	20.27	1.31
	Fergus et al.	27.32	1.31	39.50	1.42	21.58	1.47	20.61	1.34
	Cho et al.	38.59	1.85	33.25	1.20	23.30	1.59	16.00	1.04
	Shan et al.	30.76	1.47	51.94	1.87	17.71	1.21	20.85	1.35
	Levin et al.	26.50	1.27	35.98	1.29	17.43	1.19	34.01	2.20
Blur 6	ALG	20.72	1.32	23.71	1.17	18.61	1.88	23.66	1.32
	Fergus et al.	44.02	2.80	84.12	4.16	33.29	3.36	46.83	2.62
	Cho et al.	42.68	2.72	36.37	1.80	19.24	1.94	37.60	2.10
	Shan et al.	71.33	4.54	199.59	9.87	28.90	2.91	58.19	3.25
	Levin et al.	28.47	1.81	36.73	1.82	20.98	2.12	62.42	3.49
Blur 7	ALG	38.51	1.90	61.57	1.56	20.74	1.59	64.40	4.36
	Fergus et al.	206.70	10.22	152.18	3.86	137.37	10.53	501.31	33.90
	Cho et al.	43.46	2.15	48.99	1.24	26.81	2.06	31.38	2.12
	Shan et al.	252.56	12.49	250.20	6.34	230.76	17.69	300.06	20.29
	Levin et al.	45.91	2.27	64.07	1.62	27.05	2.07	97.97	6.63
Blur 8	ALG	30.07	1.16	44.67	1.10	33.23	1.43	77.69	3.37
	Fergus et al.	49.42	1.91	89.65	2.20	51.95	2.24	781.10	33.88
	Cho et al.	45.48	1.76	73.35	1.80	47.10	2.03	41.63	1.81
	Shan et al.	158.72	6.14	106.66	2.62	202.18	8.73	287.21	12.46
	Levin et al.	48.19	1.86	71.32	1.75	31.20	1.35	112.69	4.89

Entries of the table in bold denote the lowest values.

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