Memory Oriented Transfer Learning for Semi-Supervised Image Deraining
Huaibo Huang, Aijing Yu, Ran He
2021Year
17Top-tier citations
Abstract
Figure 1: Image rain removal in the real world. PReNet [23] and Syn2Real [34] are among the state-of-the-art supervised and semi-supervised methods, respectively. All the methods are trained on DDN-SIRR [29]. The top and bottom rows show that MOSS can remove more rain streaks while preserving better background textures (Note that the missing traffic markings may cause serious accidents in autonomous driving).
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Cited by top-tier papers17
- Unpaired Deep Image Deraining Using Dual Contrastive LearningXiang Chen, Jinshan Pan, Kui Jiang, Yufeng Li et al.CVPR 2022 · 190 citations
- DreamClear: High-Capacity Real-World Image Restoration with Privacy-Safe Dataset CurationYuang Ai, Xiaoqiang Zhou, Huaibo Huang, Xiaotian Han et al.NeurIPS 2024 · 81 citations
- Unsupervised Deraining: Where Contrastive Learning Meets Self-similarityYuntong Ye, Changfeng Yu, Yi Chang, Lin Zhu et al.CVPR 2022 · 76 citations
- Implicit Identity Representation Conditioned Memory Compensation Network for Talking Head Video GenerationFa-Ting Hong, Dan XuICCV 2023 · 75 citations
- Unsupervised Video Deraining with An Event CameraJin Wang, Wenming Weng, Yueyi Zhang, Zhiwei XiongICCV 2023 · 21 citations
Builds on8
- ERL-Net: Entangled Representation Learning for Single Image De-RainingGuoqing Wang, Changming Sun, Arcot SowmyaICCV 2019 · 71 citations
- All in One Bad Weather Removal Using Architectural SearchRuoteng Li, Robby T. Tan, Loong-Fah CheongCVPR 2020
- Multi-Scale Progressive Fusion Network for Single Image DerainingKui Jiang, Zhongyuan Wang, Peng Yi, Chen Chen et al.CVPR 2020
- Memory Aggregation Networks for Efficient Interactive Video Object SegmentationJiaxu Miao, Yunchao Wei, Yi YangCVPR 2020
- Syn2Real Transfer Learning for Image Deraining Using Gaussian ProcessesRajeev Yasarla, Vishwanath A. Sindagi, Vishal M. PatelCVPR 2020
Related papers
- Generative Status Estimation and Information Decoupling for Image Rain RemovalDi Lin, Xin Wang, Jia Shen, Renjie Zhang et al.NeurIPS 2022 · 10 citations
- Semi-Supervised State-Space Model with Dynamic Stacking Filter for Real-World Video DerainingShangquan Sun, Wenqi Ren, Juxiang Zhou, Shu Wang et al.CVPR 2025
- Close the Loop: A Unified Bottom-Up and Top-Down Paradigm for Joint Image Deraining and SegmentationYi Li, Yi Chang, Changfeng Yu, Luxin YanAAAI 2022 · 31 citations
- Unpaired Learning for Deep Image Deraining with Rain Direction RegularizerYang Liu, Ziyu Yue, Jinshan Pan, Zhixun SuICCV 2021 · 56 citations
- Unsupervised Image Deraining: Optimization Model Driven Deep CNNChangfeng Yu, Yi Chang, Yi Li, Xile Zhao et al.ACM MM 2021 · 31 citations
