| TPSeNCE: Towards Artifact-Free Realistic Rain Generation for Deraining and Object Detection in Rain | Nov 1, 2023 | Contrastive LearningImage-to-Image Translation | CodeCode Available | 1 |
| Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration | Sep 12, 2023 | Contrastive LearningImage Dehazing | CodeCode Available | 1 |
| Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks | Aug 27, 2023 | Rain Removal | CodeCode Available | 1 |
| Learning A Coarse-to-Fine Diffusion Transformer for Image Restoration | Aug 17, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal | Aug 7, 2023 | DiversityRain Removal | CodeCode Available | 1 |
| HQ-50K: A Large-scale, High-quality Dataset for Image Restoration | Jun 8, 2023 | DenoisingDiversity | CodeCode Available | 1 |
| GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions | May 29, 2023 | Image RestorationRain Removal | CodeCode Available | 1 |
| WaveDM: Wavelet-Based Diffusion Models for Image Restoration | May 23, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| Reciprocal Attention Mixing Transformer for Lightweight Image Restoration | May 19, 2023 | DenoisingImage Restoration | CodeCode Available | 1 |
| Event-Aware Video Deraining via Multi-Patch Progressive Learning | May 10, 2023 | Rain RemovalVideo deraining | CodeCode Available | 1 |
| A Mountain-Shaped Single-Stage Network for Accurate Image Restoration | May 9, 2023 | DeblurringDecoder | CodeCode Available | 1 |
| Restormer-Plus for Real World Image Deraining: One State-of-the-Art Solution to the GT-RAIN Challenge (CVPR 2023 UG2+ Track 3) | May 9, 2023 | Rain RemovalSSIM | CodeCode Available | 1 |
| IRNeXt: Rethinking Convolutional Network Design for Image Restoration | Apr 24, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Selective Frequency Network for Image Restoration | Apr 13, 2023 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 |
| Masked Autoencoders as Image Processors | Mar 30, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| Mixed Hierarchy Network for Image Restoration | Feb 19, 2023 | DeblurringDecoder | CodeCode Available | 1 |
| Learning Rain Location Prior for Nighttime Deraining | Jan 1, 2023 | Rain Removal | CodeCode Available | 1 |
| Unsupervised Video Deraining with An Event Camera | Jan 1, 2023 | Contrastive LearningRain Removal | CodeCode Available | 1 |
| TogetherNet: Bridging Image Restoration and Object Detection Together via Dynamic Enhancement Learning | Sep 3, 2022 | Image DehazingImage Restoration | CodeCode Available | 1 |
| Magic ELF: Image Deraining Meets Association Learning and Transformer | Jul 21, 2022 | Rain Removal | CodeCode Available | 1 |
| Not Just Streaks: Towards Ground Truth for Single Image Deraining | Jun 22, 2022 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| Toward Real-world Single Image Deraining: A New Benchmark and Beyond | Jun 11, 2022 | Domain GeneralizationImage Restoration | CodeCode Available | 1 |
| Flexible Diffusion Modeling of Long Videos | May 23, 2022 | Autonomous DrivingDenoising | CodeCode Available | 1 |
| From heavy rain removal to detail restoration: A faster and better network | May 7, 2022 | Rain Removal | CodeCode Available | 1 |
| Semi-MoreGAN: A New Semi-supervised Generative Adversarial Network for Mixture of Rain Removal | Apr 28, 2022 | Depth EstimationDepth Prediction | CodeCode Available | 1 |
| DRT: A Lightweight Single Image Deraining Recursive Transformer | Apr 25, 2022 | Image RestorationRain Removal | CodeCode Available | 1 |
| Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive Benchmark Analysis and Beyond | Mar 31, 2022 | Rain Removal | CodeCode Available | 1 |
| Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity | Mar 22, 2022 | Contrastive LearningImage Restoration | CodeCode Available | 1 |
| Task Adaptive Network for Image Restoration With Combined Degradation Factors | Feb 15, 2022 | Image RestorationRain Removal | CodeCode Available | 1 |
| On Representation Learning with Feedback | Feb 15, 2022 | Rain RemovalRepresentation Learning | CodeCode Available | 1 |
| Uncertainty-Aware Cascaded Dilation Filtering for High-Efficiency Deraining | Jan 7, 2022 | Data AugmentationRain Removal | CodeCode Available | 1 |
| ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical Representation | Nov 25, 2021 | Rain Removal | CodeCode Available | 1 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | Nov 18, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 1 |
| SAPNet: Segmentation-Aware Progressive Network for Perceptual Contrastive Deraining | Nov 17, 2021 | Contrastive LearningImage Restoration | CodeCode Available | 1 |
| Single Image Deraining Network with Rain Embedding Consistency and Layered LSTM | Nov 5, 2021 | DecoderRain Removal | CodeCode Available | 1 |
| Blind Image Decomposition | Aug 25, 2021 | Rain Removal | CodeCode Available | 1 |
| Structure-Preserving Deraining with Residue Channel Prior Guidance | Aug 20, 2021 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| RCDNet: An Interpretable Rain Convolutional Dictionary Network for Single Image Deraining | Jul 14, 2021 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 |
| Removing Raindrops and Rain Streaks in One Go | Jun 19, 2021 | Neural Architecture SearchRaindrop Removal | CodeCode Available | 1 |
| Self-Aligned Video Deraining With Transmission-Depth Consistency | Jun 19, 2021 | Optical Flow EstimationRain Removal | CodeCode Available | 1 |
| Uformer: A General U-Shaped Transformer for Image Restoration | Jun 6, 2021 | DeblurringDecoder | CodeCode Available | 1 |
| HINet: Half Instance Normalization Network for Image Restoration | May 13, 2021 | DeblurringDenoising | CodeCode Available | 1 |
| Enhanced Spatio-Temporal Interaction Learning for Video Deraining: A Faster and Better Framework | Mar 23, 2021 | Rain RemovalVideo deraining | CodeCode Available | 1 |
| Semi-Supervised Video Deraining with Dynamical Rain Generator | Mar 14, 2021 | Rain RemovalVideo deraining | CodeCode Available | 1 |
| Multi-Stage Progressive Image Restoration | Feb 4, 2021 | DeblurringDecoder | CodeCode Available | 1 |
| Robust Representation Learning with Feedback for Single Image Deraining | Jan 29, 2021 | Rain RemovalRepresentation Learning | CodeCode Available | 1 |
| Pre-Trained Image Processing Transformer | Dec 1, 2020 | Color Image DenoisingContrastive Learning | CodeCode Available | 1 |
| CLEARER: Multi-Scale Neural Architecture Search for Image Restoration | Dec 1, 2020 | DenoisingGPU | CodeCode Available | 1 |
| Exploring Overcomplete Representations for Single Image Deraining using CNNs | Oct 20, 2020 | DecoderRain Removal | CodeCode Available | 1 |
| Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed Images | Oct 9, 2020 | Image DehazingImage Generation | CodeCode Available | 1 |
