| Paper | Code | PSNR | SSIM | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| CasDyF-Net: Image Dehazing via Cascaded Dynamic Filters | ✓ Link | 17.56 | 0.658 | CasDyF-Net | 2024-09-13 |
| HNDiff: Haze-Noise Diffusion for Image Dehazing | ✓ Link | 17.29 | FocalNet+HNDiff | 2026-08-11 | |
| SAD-Net: a full spectral self-attention detail enhancement network for single image dehazing | ✓ Link | 17.16 | 0.55 | SAD-Net | 2025-04-07 |
| HazeFlow: Revisit Haze Physical Model as ODE and Non-Homogeneous Haze Generation for Real-World Dehazing | ✓ Link | 17.14 | 0.6158 | HazeFlow (paired-trained) (extra data) | 2025-09-19 |
| Fast and Accurate Image Restoration with Rank Enhanced Linear Attention | ✓ Link | 17.14 | 0.565 | LAformer-T | 2026-09-08 |
| Single image dehazing for a variety of haze scenarios using back projected pyramid network | ✓ Link | 17.01 | 0.613 | BPPNet | 2020-08-15 |
| Structure Representation Network and Uncertainty Feedback Learning for Dense Non-Uniform Fog Removal | ✓ Link | 16.67 | 0.5 | SRDefog | 2022-10-06 |
| A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image Dehazing | ✓ Link | 15.43 | 0.5200 | EDN-GTM | 2022-02-08 |