| SwinIR: Image Restoration Using Swin Transformer | Aug 23, 2021 | Color Image DenoisingDenoising | CodeCode Available | 3 |
| MGVQ: Could VQ-VAE Beat VAE? A Generalizable Tokenizer with Multi-group Quantization | Jul 14, 2025 | 2kImage Generation | CodeCode Available | 2 |
| Visual Text Processing: A Comprehensive Review and Unified Evaluation | Apr 30, 2025 | Image ManipulationImage Reconstruction | CodeCode Available | 2 |
| ILLUME+: Illuminating Unified MLLM with Dual Visual Tokenization and Diffusion Refinement | Apr 2, 2025 | DecoderImage Generation | CodeCode Available | 2 |
| Q-Insight: Understanding Image Quality via Visual Reinforcement Learning | Mar 28, 2025 | DescriptiveImage Quality Assessment | CodeCode Available | 2 |
| Advancing MRI Reconstruction: A Systematic Review of Deep Learning and Compressed Sensing Integration | Jan 24, 2025 | compressed sensingFederated Learning | CodeCode Available | 2 |
| Navigating Image Restoration with VAR's Distribution Alignment Prior | Jan 1, 2025 | Image ReconstructionImage Restoration | CodeCode Available | 2 |
| Varformer: Adapting VAR's Generative Prior for Image Restoration | Dec 30, 2024 | Image ReconstructionImage Restoration | CodeCode Available | 2 |
| Preventing Local Pitfalls in Vector Quantization via Optimal Transport | Dec 19, 2024 | Image ReconstructionQuantization | CodeCode Available | 2 |
| MaskBit: Embedding-free Image Generation via Bit Tokens | Sep 24, 2024 | Conditional Image GenerationImage Generation | CodeCode Available | 2 |
| DetailCLIP: Detail-Oriented CLIP for Fine-Grained Tasks | Sep 10, 2024 | Contrastive LearningImage Reconstruction | CodeCode Available | 2 |
| Scaling the Codebook Size of VQGAN to 100,000 with a Utilization Rate of 99% | Jun 17, 2024 | image-classificationImage Classification | CodeCode Available | 2 |
| IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model | May 16, 2024 | Image EnhancementImage Reconstruction | CodeCode Available | 2 |
| Learning A Spiking Neural Network for Efficient Image Deraining | May 10, 2024 | Image ReconstructionRain Removal | CodeCode Available | 2 |
| Towards Extreme Image Compression with Latent Feature Guidance and Diffusion Prior | Apr 29, 2024 | Image CompressionImage Reconstruction | CodeCode Available | 2 |
| MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion | Apr 12, 2024 | Image ReconstructionMamba | CodeCode Available | 2 |
| MindBridge: A Cross-Subject Brain Decoding Framework | Apr 11, 2024 | Brain DecodingData Augmentation | CodeCode Available | 2 |
| Invertible Diffusion Models for Compressed Sensing | Mar 25, 2024 | compressed sensingGPU | CodeCode Available | 2 |
| A Modular and Robust Physics-Based Approach for Lensless Image Reconstruction | Mar 1, 2024 | Image Reconstruction | CodeCode Available | 2 |
| ASCNet: Asymmetric Sampling Correction Network for Infrared Image Destriping | Jan 28, 2024 | Feature UpsamplingImage Reconstruction | CodeCode Available | 2 |
| DiAD: A Diffusion-based Framework for Multi-class Anomaly Detection | Dec 11, 2023 | Anomaly DetectionDenoising | CodeCode Available | 2 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 |
| Orientation-Independent Chinese Text Recognition in Scene Images | Sep 3, 2023 | BenchmarkingImage Reconstruction | CodeCode Available | 2 |
| Implicit Neural Representation in Medical Imaging: A Comparative Survey | Jul 30, 2023 | Domain AdaptationImage Reconstruction | CodeCode Available | 2 |
| Reconstructing the Mind's Eye: fMRI-to-Image with Contrastive Learning and Diffusion Priors | May 29, 2023 | Contrastive LearningImage Reconstruction | CodeCode Available | 2 |
