mlsanityData to 7 Oct 2026

Uncertainty Guided Multi-Scale Residual Learning-using a Cycle Spinning CNN for Single Image De-Raining

arXiv 1906.11129 ↗First posted 12 Jun 2019cs.CV cs.LG eess.IVcited by 117

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Abstract (arXiv)

Single image de-raining is an extremely challenging problem since the rainy image may contain rain streaks which may vary in size, direction and density. Previous approaches have attempted to address this problem by leveraging some prior information to remove rain streaks from a single image. One of the major limitations of these approaches is that they do not consider the location information of rain drops in the image. The proposed Uncertainty guided Multi-scale Residual Learning (UMRL) network attempts to address this issue by learning the rain content at different scales and using them to estimate the final de-rained output. In addition, we introduce a technique which guides the network to learn the network weights based on the confidence measure about the estimate. Furthermore, we introduce a new training and testing procedure based on the notion of cycle spinning to improve the final de-raining performance. Extensive experiments on synthetic and real datasets to demonstrate that the proposed method achieves significant improvements over the recent state-of-the-art methods. Code is available at: https://github.com/rajeevyasarla/UMRL--using-Cycle-Spinning

Key facts. Cited by 117 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Jun 2019.

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Citing papers per year: 2021: 14; 2022: 21; 2023: 18; 2024: 31; 2025: 22; 2026: 11.

117 papers.

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  1. 2021Restormer: Efficient Transformer for High-Resolution Image Restorationcited by 1,618
  2. 2021Multi-Stage Progressive Image Restorationcited by 813
  3. 2022MAXIM: Multi-Axis MLP for Image Processingcited by 301
  4. 2021TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditionscited by 243
  5. 2021HINet: Half Instance Normalization Network for Image Restorationcited by 236
  6. 2022Deep Generalized Unfolding Networks for Image Restorationcited by 119
  7. 2023PromptIR: Prompting for All-in-One Blind Image Restorationcited by 113
  8. 2024AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulationcited by 108
  9. 2024OneRestore: A Universal Restoration Framework for Composite Degradationcited by 91
  10. 2024VmambaIR: Visual State Space Model for Image Restorationcited by 90
  11. 2021Spatially-Adaptive Image Restoration using Distortion-Guided Networkscited by 77
  12. 2024Restoring Images in Adverse Weather Conditions via Histogram Transformercited by 73
38 more
  1. 2024Complexity Experts are Task-Discriminative Learners for Any Image Restorationcited by 72
  2. 2021Structure-Preserving Deraining with Residue Channel Prior Guidancecited by 63
  3. 2024Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image Restorationcited by 60
  4. 2024FreqMamba: Viewing Mamba from a Frequency Perspective for Image Derainingcited by 57
  5. 2022Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive Benchmark Analysis and Beyondcited by 48
  6. 2023Neural Degradation Representation Learning for All-In-One Image Restorationcited by 46
  7. 2023Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streakscited by 45
  8. 2022Toward Real-world Single Image Deraining: A New Benchmark and Beyondcited by 40
  9. 2024U-shaped Vision Mamba for Single Image Dehazingcited by 40
  10. 2025Degradation-Aware Feature Perturbation for All-in-One Image Restorationcited by 39
  11. 2025Vision-Language Gradient Descent-driven All-in-One Deep Unfolding Networkscited by 37
  12. 2021Closing the Loop: Joint Rain Generation and Removal via Disentangled Image Translationcited by 36
  13. 2025MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image Restorationcited by 36
  14. 2023Towards Unified Deep Image Deraining: A Survey and A New Benchmarkcited by 34
  15. 2023KBNet: Kernel Basis Network for Image Restorationcited by 33
  16. 2021Robust Representation Learning with Feedback for Single Image Derainingcited by 32
  17. 2024FourierMamba: Fourier Learning Integration with State Space Models for Image Derainingcited by 32
  18. 2021Semi-Supervised Video Deraining with Dynamical Rain Generatorcited by 31
  19. 2022Not Just Streaks: Towards Ground Truth for Single Image Derainingcited by 31
  20. 2022DRT: A Lightweight Single Image Deraining Recursive Transformercited by 26
  21. 2021Beyond Monocular Deraining: Parallel Stereo Deraining Network Via Semantic Priorcited by 18
  22. 2024Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image Restorationcited by 18
  23. 2022Magic ELF: Image Deraining Meets Association Learning and Transformercited by 17
  24. 2022Restoring Vision in Hazy Weather with Hierarchical Contrastive Learningcited by 17
  25. 2024Raindrop Clarity: A Dual-Focused Dataset for Day and Night Raindrop Removalcited by 17
  26. 2024Dual-Path Coupled Image Deraining Network via Spatial-Frequency Interactioncited by 16
  27. 2025RestoreVAR: Visual Autoregressive Generation for All-in-One Image Restorationcited by 15
  28. 2023Mixed Hierarchy Network for Image Restorationcited by 14
  29. 2023Networks are Slacking Off: Understanding Generalization Problem in Image Derainingcited by 14
  30. 2023Multi-task Image Restoration Guided By Robust DINO Featurescited by 14
  31. 2022Snow Mask Guided Adaptive Residual Network for Image Snow Removalcited by 13
  32. 2023Latent Degradation Representation Constraint for Single Image Derainingcited by 13
  33. 2024GenDeg: Diffusion-based Degradation Synthesis for Generalizable All-In-One Image Restorationcited by 13
  34. 2021RCDNet: An Interpretable Rain Convolutional Dictionary Network for Single Image Derainingcited by 12
  35. 2022Unsupervised Image Deraining: Optimization Model Driven Deep CNNcited by 12
  36. 2024HAIR: Hypernetworks-based All-in-One Image Restorationcited by 12
  37. 2024Efficient Degradation-aware Any Image Restorationcited by 11
  38. 2026ClearAIR: A Human-Visual-Perception-Inspired All-in-One Image Restorationcited by 11

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