Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey
November 13, 2025 · View on GitHub
Overview
Datasets
| Datasets | Restoration Task | Number(Train/Test) | Synthetic/Real | Format | Publication | DownLoad |
|---|---|---|---|---|---|---|
| UHDSR4K | Image Super-Resolution | 5,999 / 2,100 | Real | PNG | ICCV'21 | Link |
| 4KRD | Video Deblurring | 19,958 / 1600 | Synthetic | JPG | ICCV'21 | Link |
| UHD-Blur | Image Deblurring | 1,964 / 300 | Synthetic | JPG | AAAI'24 | Link |
| 4KID | Image Dehazing | 8,000 / 200 | Synthetic | JPG | CVPR'21 | Link |
| Updated 4KID | Image Dehazing | 10,400 / 200 | Synthetic | JPG | Signal Process.'24 | ❌ |
| UHD-Haze | Image Dehazing | 2,290 / 230 | Synthetic | JPG | AAAI'24 | Link |
| 4KIL | Low-Light Image Enhancing | 1,000 / 100 | Synthetic | JPG | Inf. Sci'22 | ❌ |
| UHD-LOL4K | Low-Light Image Enhancing | 5,999 / 2,100 | Synthetic | PNG | AAAI'23 | Link |
| UHD-LL | Low-Light Image Enhancing | 2,000 / 150 | Real | JPG | ICLR'23 | Link |
| 4K-Rain13K | Image Deraining | 12,500 / 500 | Synthetic | JPG | ArXiv'24 | Link |
| 4K-RealRain | Image Deraining | - / 320 | Real | JPG | ArXiv'24 | Link |
| UHD-Rain | Image Deraining | 3,000 / 200 | Synthetic | JPG | TCSVT'25 | Link |
| UHD-Snow | Image Deraining | 3,000 / 200 | Synthetic | JPG | TCSVT'25 | Link |
UHD Image Restoration Methods
| Category (分类) |
Methods (方法) |
Tasks (任务) |
Title (标题) |
Venue (发表场所) |
Source (资源) |
|---|---|---|---|---|---|
| Downsampling-Enhancement-Upsampling | MANet | SR | Benchmarking ultra-high-definition image superresolution | ICCV'21 | Paper/ |
| Downsampling-Enhancement-Upsampling | UHD | Dehaze | Ultra-high-definition image dehazing via multi-guided bilateral learning | CVPR'21 | Paper/Code |
| Downsampling-Enhancement-Upsampling | Lin et al. | LLIE | UHD low-light image enhancement via interpretable bilateral learning | Inf. Sci'22 | Paper/Code |
| Downsampling-Enhancement-Upsampling | Cubic-Mixer | Deblur | Ultra-high-definition image deblurring via multi-scale cubic-mixer | ArXiv'24 | Paper/Code |
| Downsampling-Enhancement-Upsampling | UHDFour | LLIE | Embedding fourier for ultra-high-definition low-light image enhancement | ICLR'23 | Paper/Code |
| Downsampling-Enhancement-Upsampling | DMixer | Dehaze | Dimensional transformation mixer for ultra-high-definition industrial camera dehazing | IEEE Trans. Ind. Inf.'24 | Paper/ |
| Downsampling-Enhancement-Upsampling | MixNet | LLIE/Deblur | Mixnet: Towards effective and efficient UHD low-light image enhancement | ArXiv'24 | Paper/> |
| Downsampling-Enhancement-Upsampling | UDR-Mixer | Derain | Towards ultra-high-definition image deraining: A benchmark and an efficient method | ArXiv'24 | Paper/Code |
| Downsampling-Enhancement-Upsampling | UHDformer | LLIE/Deblur/Dehaze | Correlation matching transformation transformers for UHD image restoration | AAAI'24 | Paper/Code |
| Downsampling-Enhancement-Upsampling | UHDDIP | LLIE/Deblur/Dehaze/ Derain/Desnow |
Ultra-high-definition restoration: New benchmarks and A dual interaction prior-driven solution | TCSVT'25 | Paper/Code |
| Downsampling-Enhancement-Upsampling | SimpleIR | All-in-One | Review learning: Advancing all-in-one ultra-high-definition image restoration training method | ArXiv'24 | Paper/ |
| Encoder-Decoder with Stepwise Up-downsampling | UHDVD | Deblur | Review learning: Advancing all-in-one ultra-high-definition image restoration training method | ICCV'21 | Paper/Code |
| Encoder-Decoder with Stepwise Up-downsampling | LLFormer | Deblur | Ultrahigh-definition low-light image enhancement: A benchmark and transformer-based method | AAAI'23 | Paper/Code |
| Encoder-Decoder with Stepwise Up-downsampling | LapDehazeNet | Dehaze | Single UHD image dehazing via interpretable pyramid network | Signal Process.'24 | Paper/Code |
| Encoder-Decoder with Stepwise Up-downsampling | Wave-Mamba | LLIE | Wave-mamba:Wavelet state space model for ultra-high-definition low-light image enhancement | ACM MM'24 | Paper/Code |
| Encoder-Decoder with Stepwise Up-downsampling | TSFormer | LLIE/Deblur/Dehaze/ Derain/Desnow |
Tsformer: A robust framework for efficient uhd image restoration | ArXiv'24 | Paper/ |
| Encoder-Decoder with Stepwise Up-downsampling | FEVAE-UHD | LLIE/Deblur/Dehaze | DreamUHD: Frequency Enhanced Variational Autoencoder for Ultra-High-Definition Image Restoration | AAAI'25 | Paper/Code |
| Encoder-Decoder with Stepwise Up-downsampling | UHD-processor | All-in-One | UHD-processer: Unified UHD Image Restoration with Progressive Frequency Learning and Degradation-aware Prompts | CVPR'25 | Paper/ |
| Encoder-Decoder with Stepwise Up-downsampling | ERR | LLIE/Deblur/Dehaze/ Derain |
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral Perspective | CVPR'25 | Paper/Code |
| Resampling-Enhancement | NSEN | LLIE/Dehaze | Learning non-uniform-sampling for ultra-high-definition image enhancement | ACM MM'23 | Paper/ |
| Resampling-Enhancement | LMAR | LLIE | Empowering resampling operation for ultra-high-definition image enhancement with model-aware guidance | CVPR'24 | Paper/Code |