| Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey | May 22, 2025 | DeblurringDeep Learning | CodeCode Available | 1 | 5 |
| Deep-Masking Generative Network: A Unified Framework for Background Restoration from Superimposed Images | Oct 9, 2020 | Image DehazingImage Generation | CodeCode Available | 1 | 5 |
| Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks | Jun 2, 2024 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| Robust Representation Learning with Feedback for Single Image Deraining | Jan 29, 2021 | Rain RemovalRepresentation Learning | CodeCode Available | 1 | 5 |
| Self-Learning Video Rain Streak Removal: When Cyclic Consistency Meets Temporal Correspondence | Jun 1, 2020 | Motion EstimationRain Removal | CodeCode Available | 1 | 5 |
| Event-Aware Video Deraining via Multi-Patch Progressive Learning | May 10, 2023 | Rain RemovalVideo deraining | CodeCode Available | 1 | 5 |
| Removing Raindrops and Rain Streaks in One Go | Jun 19, 2021 | Neural Architecture SearchRaindrop Removal | CodeCode Available | 1 | 5 |
| Detail-recovery Image Deraining via Context Aggregation Networks | Jun 1, 2020 | Rain Removal | CodeCode Available | 1 | 5 |
| Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration | Mar 26, 2025 | DenoisingImage Restoration | CodeCode Available | 1 | 5 |
| Blind Image Decomposition | Aug 25, 2021 | Rain Removal | CodeCode Available | 1 | 5 |
| Single Image Deraining Network with Rain Embedding Consistency and Layered LSTM | Nov 5, 2021 | DecoderRain Removal | CodeCode Available | 1 | 5 |
| Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation | Dec 20, 2024 | DenoisingImage Denoising | CodeCode Available | 1 | 5 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | Nov 18, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 1 | 5 |
| IRNeXt: Rethinking Convolutional Network Design for Image Restoration | Apr 24, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Improving Image Restoration through Removing Degradations in Textual Representations | Dec 28, 2023 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Learning A Coarse-to-Fine Diffusion Transformer for Image Restoration | Aug 17, 2023 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Semi-MoreGAN: A New Semi-supervised Generative Adversarial Network for Mixture of Rain Removal | Apr 28, 2022 | Depth EstimationDepth Prediction | CodeCode Available | 1 | 5 |
| EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining | Sep 19, 2020 | Data AugmentationRain Removal | CodeCode Available | 1 | 5 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 | 5 |
| Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge | Dec 16, 2023 | Image InpaintingImage Restoration | CodeCode Available | 1 | 5 |
| HINet: Half Instance Normalization Network for Image Restoration | May 13, 2021 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Conditional Variational Image Deraining | Apr 23, 2020 | Density EstimationRain Removal | CodeCode Available | 1 | 5 |
| HQ-50K: A Large-scale, High-quality Dataset for Image Restoration | Jun 8, 2023 | DenoisingDiversity | CodeCode Available | 1 | 5 |
| Pre-Trained Image Processing Transformer | Dec 1, 2020 | Color Image DenoisingContrastive Learning | CodeCode Available | 1 | 5 |
| Image Restoration via Frequency Selection | Nov 6, 2023 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Prompt-In-Prompt Learning for Universal Image Restoration | Dec 8, 2023 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Reciprocal Attention Mixing Transformer for Lightweight Image Restoration | May 19, 2023 | DenoisingImage Restoration | CodeCode Available | 1 | 5 |
| Multi-Stage Progressive Image Restoration | Feb 4, 2021 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| DRT: A Lightweight Single Image Deraining Recursive Transformer | Apr 25, 2022 | Image RestorationRain Removal | CodeCode Available | 1 | 5 |
| ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical Representation | Nov 25, 2021 | Rain Removal | CodeCode Available | 1 | 5 |
| Enhanced Spatio-Temporal Interaction Learning for Video Deraining: A Faster and Better Framework | Mar 23, 2021 | Rain RemovalVideo deraining | CodeCode Available | 1 | 5 |
| CLEARER: Multi-Scale Neural Architecture Search for Image Restoration | Dec 1, 2020 | DenoisingGPU | CodeCode Available | 1 | 5 |
| On Representation Learning with Feedback | Feb 15, 2022 | Rain RemovalRepresentation Learning | CodeCode Available | 1 | 5 |
| GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary Views | Jul 11, 2024 | DeblurringImage Generation | CodeCode Available | 1 | 5 |
| Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining | Mar 24, 2025 | Rain Removal | CodeCode Available | 1 | 5 |
| Exploiting Regional Information Transformer for Single Image Deraining | Feb 25, 2024 | Image ReconstructionRain Removal | CodeCode Available | 1 | 5 |
| Exploring Overcomplete Representations for Single Image Deraining using CNNs | Oct 20, 2020 | DecoderRain Removal | CodeCode Available | 1 | 5 |
| GridFormer: Residual Dense Transformer with Grid Structure for Image Restoration in Adverse Weather Conditions | May 29, 2023 | Image RestorationRain Removal | CodeCode Available | 1 | 5 |
| Rethinking Image Deraining via Rain Streaks and Vapors | Aug 3, 2020 | Image GenerationImage Restoration | CodeCode Available | 1 | 5 |
| Image Restoration via Multi-domain Learning | May 7, 2025 | Cloud RemovalDeblurring | CodeCode Available | 1 | 5 |
| Flexible Diffusion Modeling of Long Videos | May 23, 2022 | Autonomous DrivingDenoising | CodeCode Available | 1 | 5 |
| Joint multi-dimensional dynamic attention and transformer for general image restoration | Nov 12, 2024 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Joint Self-Attention and Scale-Aggregation for Self-Calibrated Deraining Network | Aug 6, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| PMHLD: Patch Map Based Hybrid Learning DehazeNet for Single Image Haze Removal | May 14, 2020 | Computational PhenotypingDenoising | CodeCode Available | 1 | 5 |
| RCDNet: An Interpretable Rain Convolutional Dictionary Network for Single Image Deraining | Jul 14, 2021 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| From Rain Generation to Rain Removal | Aug 8, 2020 | Rain RemovalSingle Image Deraining | CodeCode Available | 1 | 5 |
| From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain Removal | Aug 7, 2023 | DiversityRain Removal | CodeCode Available | 1 | 5 |
| A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts | Jan 1, 2025 | Image RestorationRain Removal | CodeCode Available | 1 | 5 |
| Semi-Supervised Image Deraining using Gaussian Processes | Sep 25, 2020 | Gaussian ProcessesRain Removal | CodeCode Available | 1 | 5 |
