| Exploring the potential of channel interactions for image restoration | ✓ Link | 40.73 | 0.997 | ChaIR | 2023-12-20 |
| Learning to Restore Multi-Degraded Images via Ingredient Decoupling and Task-Aware Path Adaptation | | 40.64 | 0.992 | IMDNet | 2025-11-07 |
| From Physical Degradation Models to Task-Aware All-in-One Image Restoration | | 40.54 | 0.990 | OPIR | 2026-01-15 |
| UDPNet: Unleashing Depth-based Priors for Robust Image Dehazing | ✓ Link | 40.53 | 0.997 | FSNet + UDP | 2026-01-11 |
| Image Restoration via Frequency Selection | ✓ Link | 40.40 | 0.997 | FSNet | 2023-11-06 |
| UDPNet: Unleashing Depth-based Priors for Robust Image Dehazing | ✓ Link | 40.32 | 0.996 | ConvIR + UDP | 2026-01-11 |
| Selective Frequency Network for Image Restoration | ✓ Link | 40.05 | 0.996 | SFNet | 2023-04-13 |
| Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation | ✓ Link | 39.95 | 0.992 | Instruct-IPT | 2024-06-30 |
| Fourier-RWKV: A Multi-State Perception Network for Efficient Image Dehazing | | 39.76 | 0.996 | Fourier-RWKV | 2025-12-09 |
| Learning Adaptive Dynamical Features via Multi-$τ$ Liquid-Mamba for All-in-one Image Restoration | | 39.55 | 0.989 | MLMIR | 2026-06-22 |
| Revitalizing Convolutional Network for Image Restoration | ✓ Link | 39.42 | 0.996 | ConvIR | 2024-06-25 |
| DDR-Net: Haze-Aware Dual-Domain Refinement for Single-Image Dehazing | | 39.42 | | DDR-Net | 2026-07-13 |
| IRNeXt: Rethinking Convolutional Network Design for Image Restoration | ✓ Link | 39.18 | 0.996 | IRNeXt | 2023-04-24 |
| CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters | ✓ Link | 38.86 | 0.995 | CasDyF-Net | 2024-09-13 |
| HNDiff: Haze-Noise Diffusion for Image Dehazing | ✓ Link | 38.83 | | ConvIR+HNDiff | 2026-08-11 |
| Efficient Dual-domain Image Dehazing with Haze Prior Perception | | 38.51 | | DGFDNet | 2025-07-15 |
| Fast and Accurate Image Restoration with Rank Enhanced Linear Attention | ✓ Link | 38.51 | 0.995 | LAformer-T | 2026-09-08 |
| Dual-domain strip attention for image restoration | ✓ Link | 38.39 | 0.995 | DSANet | 2024-03-01 |
| Strip Attention for Image Restoration | ✓ Link | 38.01 | 0.995 | SANet | 2023-08-01 |
| SAD-Net: a full spectral self-attention detail enhancement network for single image dehazing | ✓ Link | 37.78 | 0.990 | SAD-Net | 2025-04-07 |
| Focal Network for Image Restoration | ✓ Link | 37.71 | 0.995 | FocalNet | 2023-01-01 |
| Omni-Kernel Network for Image Restoration | ✓ Link | 37.68 | 0.995 | OKNet | 2024-03-24 |
| Prior-guided Hierarchical Harmonization Network for Efficient Image Dehazing | ✓ Link | 37.52 | 0.989 | PGH2Net | 2025-03-03 |
| MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | ✓ Link | 36.96 | 0.991 | MaIR | 2024-12-28 |
| Curricular Contrastive Regularization for Physics-aware Single Image Dehazing | ✓ Link | 36.68 | 0.99 | C2PNet | 2023-03-24 |
| Rethinking Performance Gains in Image Dehazing Networks | ✓ Link | 36.64 | 0.986 | gUNet-D | 2022-09-23 |
| DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention | ✓ Link | 36.59 | 0.9897 | DEA-Net-CR | 2023-01-12 |
| MixDehazeNet : Mix Structure Block For Image Dehazing Network | ✓ Link | 36.50 | 0.986 | MixDehazeNet | 2023-05-28 |
| OneRestore: A Universal Restoration Framework for Composite Degradation | ✓ Link | 35.58 | 0.9814 | OneRestore | 2024-07-05 |
| Vision Transformers for Single Image Dehazing | ✓ Link | 34.95 | 0.984 | DehazeFormer-B | 2022-04-08 |
| MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | 34.19 | | MAXIM-2S | 2022-01-09 |
| U-Net-Like Spiking Neural Networks for Single Image Dehazing | ✓ Link | 33.69 | 0.982 | DehazeSNN-L (extra data) | 2025-12-30 |
| FFA-Net: Feature Fusion Attention Network for Single Image Dehazing | ✓ Link | 33.57 | 0.9804 | FFA-Net | 2019-11-18 |
| U2-Former: A Nested U-shaped Transformer for Image Restoration | | 31.10 | 0.976 | U2-Former | 2021-12-04 |
| GridDehazeNet: Attention-Based Multi-Scale Network for Image Dehazing | ✓ Link | 30.86 | 0.982 | GridDehazeNet | 2019-08-08 |
| Generic Model-Agnostic Convolutional Neural Network for Single Image Dehazing | ✓ Link | 28.19 | 0.9638 | GMAN | 2018-10-05 |
| Uformer: A General U-Shaped Transformer for Image Restoration | ✓ Link | 26.52 | 0.945 | Uformer | 2021-06-06 |
| An ensemble multi-scale residual attention network (EMRA-net) for image Dehazing | ✓ Link | 25.81 | 0.9409 | EMRA-Net | 2021-06-23 |
| AOD-Net: All-In-One Dehazing Network | ✓ Link | 24.14 | 0.920 | AOD-Net | 2017-10-01 |
| Unsupervised Single Image Dehazing Using Dark Channel Prior Loss | ✓ Link | 24.08 | 0.933 | Deep DCP | 2018-12-06 |
| Deep-Energy: Unsupervised Training of Deep Neural Networks | ✓ Link | 24.07 | 0.933 | Deep Energy (Network) | 2018-05-31 |
| Enhanced Pix2pix Dehazing Network | ✓ Link | 22.57 | 0.8630 | EPDN | 2019-06-01 |
| Gated Fusion Network for Single Image Dehazing | | 22.30 | 0.880 | GFN | 2018-03-31 |