面向多天气退化图像恢复的自注意力扩散模型

Processing math: 100%

秦菁, 文渊博, 高涛, 刘瑶

A Transformer-Based Diffusion Model for All-in-One Weather-Degraded Image Restoration

QIN Jing, WEN Yuanbo, GAO Tao, LIU Yao

表3 不同算法在雪数据集Snow100K上的定量对比

Tab.3 Quantitative comparison of different methods on Snow100K dataset

方法	源	Snow100K-L PSNR/SSIM	Snow100K-M PSNR/SSIM	Snow100K-S PSNR/SSIM	平均指标 PSNR/SSIM
RESCAN^[22]	ECCV 2018	26.08/0.8108	29.95/0.8860	31.51/0.9032	29.28/0.8667
SPANet^[23]	CVPR 2019	23.70/0.7930	28.06/0.8680	29.92/0.8260	27.23/0.8290
DesnowNet^[14]	TIP 2018	27.17/ $\underline{0.8983}$	30.87/0.9409	32.33/0.9500	30.12/ $\underline{0.9300}$
JSTASR^[24]	ECCV 2020	25.32/0.8076	29.11/0.8843	31.40/0.9012	28.61/0.8644
SwinIR^[25]	CVPR 2021	28.18/0.8800	31.42/0.9284	33.96/ $\underline{0.9567}$	31.19/0.9217
DDMSNet^[26]	TIP 2021	28.85/0.8772	32.89/0.9330	34.34/0.9445	32.03/0.9182
TransWeather^[4]	CVPR 2022	$\underline{29.21}$ /0.8947	$\underline{33.41}$ / $\underline{0.9416}$	$\underline{34.92}$ /0.9543	$\underline{32.51}$ /0.9279
AWIR-TDM		30.64/0.9193	35.26/0.9472	37.05/0.9680	34.32/0.9448