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Zhentao Fan

3 accepted papers

2023

Hybrid CNN-Transformer Feature Fusion for Single Image Deraining

AAAI 2023technical

Since rain streaks exhibit diverse geometric appearances and irregular overlapped phenomena, these complex characteristics challenge the design of an effective single image deraining model. To this end, rich local-global information representations are increasingly indispensable for better satisfyin…

2022

Unpaired Deep Image Dehazing Using Contrastive Disentanglement Learning

ECCV 2022poster

"We offer a practical unpaired learning based image dehazing network from an unpaired set of clear and hazy images. This paper provides a new perspective to treat image dehazing as a two-class separated factor disentanglement task, i.e, the task-relevant factor of clear image reconstruction and the…

Cited by 45SourcePDFScholar
2022

Unpaired Deep Image Deraining Using Dual Contrastive Learning

CVPR 2022poster

Learning single image deraining (SID) networks from an unpaired set of clean and rainy images is practical and valuable as acquiring paired real-world data is almost infeasible. However, without the paired data as the supervision, learning a SID network is challenging. Moreover, simply using existin…

Cited by 196PDFScholar