| MB-TaylorFormer: Multi-branch Efficient Transformer Expanded by Taylor Formula for Image Dehazing | Aug 27, 2023 | Image Dehazing | CodeCode Available | 1 | 5 |
| LKD-Net: Large Kernel Convolution Network for Single Image Dehazing | Sep 5, 2022 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Perceiving and Modeling Density is All You Need for Image Dehazing | Nov 18, 2021 | AllImage Dehazing | CodeCode Available | 1 | 5 |
| Compound Multi-branch Feature Fusion for Real Image Restoration | Jun 2, 2022 | DeblurringImage Dehazing | CodeCode Available | 1 | 5 |
| Exploiting Diffusion Prior for Real-World Image Dehazing with Unpaired Training | Mar 19, 2025 | Image DehazingWorld Knowledge | CodeCode Available | 1 | 5 |
| 4K-HAZE: A Dehazing Benchmark with 4K Resolution Hazy and Haze-Free Images | Mar 28, 2023 | 4kDepth Estimation | CodeCode Available | 1 | 5 |
| Dense Haze: A benchmark for image dehazing with dense-haze and haze-free images | Apr 5, 2019 | Image DehazingSingle Image Dehazing | CodeCode Available | 1 | 5 |
| LMHaze: Intensity-aware Image Dehazing with a Large-scale Multi-intensity Real Haze Dataset | Oct 21, 2024 | Image DehazingMamba | CodeCode Available | 1 | 5 |
| Interaction-Guided Two-Branch Image Dehazing Network | Oct 14, 2024 | Image Dehazing | CodeCode Available | 1 | 5 |
| HazeCLIP: Towards Language Guided Real-World Image Dehazing | Jul 18, 2024 | Image DehazingImage Quality Assessment | CodeCode Available | 1 | 5 |
| Image Restoration via Frequency Selection | Nov 6, 2023 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| IRNeXt: Rethinking Convolutional Network Design for Image Restoration | Apr 24, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Forward-only Diffusion Probabilistic Models | May 22, 2025 | Conditional Image GenerationImage Dehazing | CodeCode Available | 1 | 5 |
| A Novel Encoder-Decoder Network with Guided Transmission Map for Single Image Dehazing | Feb 8, 2022 | DecoderImage Dehazing | CodeCode Available | 1 | 5 |
| Complementary Feature Enhanced Network with Vision Transformer for Image Dehazing | Sep 15, 2021 | Image DehazingImage Generation | CodeCode Available | 1 | 5 |
| A Data-Centric Solution to NonHomogeneous Dehazing via Vision Transformer | Apr 16, 2023 | Image Dehazing | CodeCode Available | 1 | 5 |
| Image Dehazing Transformer With Transmission-Aware 3D Position Embedding | Jan 1, 2022 | Image DehazingImage Reconstruction | CodeCode Available | 1 | 5 |
| CoA: Towards Real Image Dehazing via Compression-and-Adaptation | Jan 1, 2025 | Image DehazingModel Compression | CodeCode Available | 1 | 5 |
| Domain Adaptation for Image Dehazing | May 10, 2020 | Domain AdaptationImage Dehazing | CodeCode Available | 1 | 5 |
| CIE XYZ Net: Unprocessing Images for Low-Level Computer Vision Tasks | Jun 23, 2020 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Addressing Domain Discrepancy: A Dual-branch Collaborative Model to Unsupervised Dehazing | Jul 14, 2024 | Image Dehazing | CodeCode Available | 1 | 5 |
| Contrastive Learning for Compact Single Image Dehazing | Apr 19, 2021 | Contrastive LearningImage Dehazing | CodeCode Available | 1 | 5 |
| Enhancing Visibility in Nighttime Haze Images Using Guided APSF and Gradient Adaptive Convolution | Aug 3, 2023 | Image Dehazing | CodeCode Available | 1 | 5 |
| Illumination Controllable Dehazing Network based on Unsupervised Retinex Embedding | Jun 9, 2023 | Image DehazingImage Restoration | CodeCode Available | 1 | 5 |
