notesum.ai

Published at November 25

Mixed Degradation Image Restoration via Local Dynamic Optimization and Conditional Embedding

cs.CV

Released Date: November 25, 2024

Authors: Yubin Gu, Yuan Meng, Xiaoshuai Sun, Jiayi Ji¹, Weijian Ruan², Rongrong Ji

Aff.: ¹Key Laboratory of Multimedia Trusted Perception and Efficient Computing, Xiamen University; ²Smart City Research Institute, China Electronics Technology Group Corporation

Arxiv: http://arxiv.org/abs/2411.16217v1

	haze		h+n		noise		rain		r+h		r+h+n		snow		Averages
Methods	PSNR	SSIM	PSNR	SSIM	PSNR	SSIM	PSNR	SSIM	PSNR	SSIM	PSNR	SSIM	PSNR	SSIM	PSNR	SSIM
AirNet	15.295	0.446	15.770	0.452	17.624	0.475	16.747	0.461	15.299	0.435	15.827	0.446	16.569	0.439	16.162	0.451
PromptIR	30.999	0.982	27.595	0.918	35.224	0.952	39.573	0.990	30.794	0.973	27.829	0.905	32.914	0.953	32.133	0.953
Restormer	30.482	0.982	27.513	0.914	35.100	0.950	38.561	0.988	30.055	0.969	27.641	0.901	31.995	0.946	31.621	0.950
IRNext	31.355	0.984	27.728	0.924	35.282	0.954	40.422	0.991	31.453	0.976	28.070	0.914	33.665	0.957	32.568	0.957
AST	28.251	0.979	26.025	0.912	34.945	0.950	37.152	0.986	28.341	0.963	26.233	0.897	31.327	0.939	30.325	0.946
Ours	31.687	0.984	28.571	0.928	35.499	0.956	41.620	0.993	31.847	0.978	28.458	0.917	34.811	0.964	33.213	0.960