notesum.ai

Published at November 27

Adaptive Blind All-in-One Image Restoration

cs.CV

Released Date: November 27, 2024

Authors: David Serrano-Lozano¹, Luis Herranz², Shaolin Su¹, Javier Vazquez-Corral¹

Aff.: ¹Computer Vision Center, Universitat Autonoma de Barcelona; ²Universidad Autonoma de Madrid

Arxiv: http://arxiv.org/abs/2411.18412v1

Refer to caption

PSNR/SSIM	Deraining		Dehazing		Denoising		Deblurring		Low-Light		Average		Param.
PSNR/SSIM	Rain100L		SOTS (Out)		BSD68 _σ=25		GoPro		LoLv1		Average		Param.
AirNet [27]	32.98	.951	21.04	.884	30.91	.882	24.35	.781	18.18	.735	25.49	.847	9M
Uformer [51]	35.48	.967	27.20	.958	30.59	.869	26.41	.809	21.40	.808	28.21	.882	52M
IDR [64]	35.63	.965	25.24	.943	31.60	.887	27.87	.846	21.34	.826	28.34	.893	15M
X-Restormer [8]	35.42	.968	27.58	.959	30.92	.880	27.54	.835	20.88	.817	28.47	.891	26M
DA-CLIP [30]	35.49	.970	28.10	.962	30.42	.859	26.50	.807	21.94	.817	28.49	.880	174M
DiffUIR [66]	35.52	.969	28.17	.964	30.92	.879	26.99	.821	20.92	.789	28.50	.880	36M
Restormer [63]	35.56	.970	27.94	.962	30.74	.875	26.84	.818	21.74	.815	28.56	.888	26M
PromptIR [40]	35.40	.967	28.26	.965	30.89	.872	26.55	.808	21.80	.815	28.58	.885	36M
Ours OH	37.73	.978	33.46	.983	31.38	.898	29.00	.878	24.20	.865	31.15	.920	59M
Ours SW	37.79	.979	33.48	.984	31.38	.898	29.00	.878	24.19	.865	31.17	.921	59M
Ours (Oracle)	39.09	0.981	33.54	.984	31.40	0.901	29.10	.879	24.45	.866	31.39	.922	59M