notesum.ai

Published at December 10

cs.CV

Released Date: December 10, 2024

Authors: Axel Martinez¹, Emilio Hernandez², Matthieu Olague², Gustavo Olague¹

Aff.: ¹Ensenada Center for Scientific Research and Higher Education, Mexico; ²IBM Technology Campus Guadalajara, Mexico

Methods	AGCWD [5]	NPE [6]	SRIE [7]	FBEM [8]	LIME [9]	Retinex-Net [11]	LRIDE [12]	SDD [10]
	(IEEE TIP 13)	(IEEE TIP 13)	(CVPR 16)	(SP 16)	(IEEE TIP 17)	(BMVC 18)	(CVPR 19)	(IEEE TM 20)
PSNR ↑	14.7287 ± 2.8891	17.33	17.34	18.73	15.24	16.0972 ± 1.6572	16.85	16.64
SSIM ↑	0.4482 ± 0.141641	0.461	0.686	0.559	0.470	0.5123 ± 0.1098	0.678	0.677
Methods	DeepLPF [14]	Zero-DCE [15]	IPT [16]	MS-RDN [17]	EG [18]	RUAS [19]	Uformer [20]	SCI [21]
	(CVPR 21)	(CVPR 20)	(CVPR 21)	(IEEE TIP 21)	(IEEE TIP 21)	(CVPR 21)	(CVPR 22)	(CVPR 22)
PSNR ↑	14.10	18.0587 ± 4.9268	19.80	20.06	18.23	15.3255 ± 3.4168	16.36	17.79
SSIM ↑	0.480	0.6768 ± 0.1504	0.813	0.816	0.617	0.6727 ± 0.1262	0.771	0.568
Methods	SNR [22]	URetinex-Net [23]	CVM [24]	DRBN [25]	KinD [26]	KinD++ [27]	PairLIE [28]	Retinexformer [29]
	(CVPR 22)	(CVPR 22)	(IEEE TM 22)	(IEEE TIP 21)	(ACM ICM 19)	(IJCV 21)	(CVPR 23)	(ICCV 23)
PSNR ↑	21.36	21.22	19.75	20.29	20.5882 ± 3.7322	17.6603 ± 3.1209	19.8845 ± 3.4771	22.7940 ± 3.7074
SSIM ↑	0.842	0.860	0.627	0.831	0.8404 ± 0.0904	0.7913 ± 0.0869	0.8088 ± 0.0528	0.8666 ± 0.0478
Methods	LLformer [30]	IAGC [31]	Dichotomy	Dichotomy	Dichotomy
	(AAAI CAI 23)	(CVPR 23)		+ filter	Tuna
PSNR ↑	27.7488 ± 3.0447	22.20	22.5981 ± 2.8125	23.5804 ± 2.3582	24.1754 ± 2.9969
SSIM ↑	0.8881 ± 0.0402	0.863	0.7092 ± 0.1239	0.8232 ± 0.066277	0.8127 ± 0.0747