/CVPR2021-Transformer-and-Low-level-Vision

Paper with Code --- [NeurIPS2020]

Paper with Code --- [CVPR2021]

Transformer for CV

  1. Pre-Trained Image Processing Transformer, [Paper], [Code]
  2. Transformer Interpretability Beyond Attention Visualization, [Paper], [Code]
  3. Generative Adversarial Transformers, [Paper], [Code]
  4. Transformer in Transfomer, [Paper], [Code]
  5. End-to-End Video Instance Segmentation with Transformers, [Paper]
  6. Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers, [Paper], [Code]

Image Manipulation

  1. AdderSR: Towards Energy Efficient Image Super-Resolution, Efficient SR, [Paper], [Code]
  2. Exploring Sparsity in Image Super-Resolution for Efficient Inference, Efficient SR, [Paper], [Code]
  3. ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data Characteristic, Efficient SR, [Paper], [Code]
  4. Data-Free Knowledge Distillation For Image Super-Resolution, Efficient SR
  5. Cross-MPI: Cross-scale Stereo for Image Super-Resolution using Multiplane Images, Stereo SR, [Paper], [Code]
  6. Learning Continuous Image Representation with Local Implicit Image Function, SR with Large Scale Factor, Oral, [Paper], [Code]
  7. GLEAN: Generative LatEnt BANk for Large-Factor Image Super-Resolution, SR with Large Scale Factor, Oral, [Paper], [Code]
  8. LAU-Net: Latitude Adaptive Upscaling Network for Omnidirectional Image Super-resolution, Omnidirectional Image Super-resolution, [Code]
  9. Unsupervised Degradation Representation Learning for Blind Super-Resolution, Blins SR, [Code]
  10. Flow-based Kernel Prior with Application to Blind Super-Resolution, Blind SR, [Paper], [Code]
  11. Neighbor2Neighbor: Self-Supervised Denoising from Single Noisy Images, Image Denoising, [Paper]
  12. NBNet: Noise Basis Learning for Image Denoising with Subspace Projection, Image Denoising, [Paper]
  13. Multi-Stage Progressive Image Restoration, Image Restoration, [Papper], [Code]
  14. Dual Pixel Exploration: Simultaneous Depth Estimation and Image Restoration, Image Restoration, [Paper], [Code]
  15. Auto-Exposure Fusion for Single-Image Shadow Removal, Shadow Removal, [Paper], [Code]
  16. Robust Reflection Removal with Reflection-free Flash-only Cues, Shadow Removal, [Paper], [Code]
  17. Removing Raindrops and Rain Streaks in One Go, Image Deraining,
  18. From Rain Generation to Rain Removal, Image Deraining, [Paper]
  19. Closing the Loop: Joint Rain Generation and Removal via Disentangled Image Translation, Image Deraining, [Code]
  20. DeFMO: Deblurring and Shape Recovery of Fast Moving Objects, Image Deblurring, [Paper], [Code]
  21. Towards Rolling Shutter Correction and Deblurring in Dynamic Scenes, Image Deblurring, [Code]
  22. Contrastive Learning for Compact Single Image Dehazing, Image Dehazing, [Code]
  23. PD-GAN:Probabilistic Diverse GAN for Image Inpainting, Image Inpainting, [Paper], [Code]
  24. Generating Diverse Structure for Image Inpainting with Hierarchical VQ-VAE,Image Inpainting, [Paper], [Code]
  25. Invertible Image Signal Processing, ISP, RAW2RGB, [Code]
  26. Towards Real-World Blind Face Restoration with Generative Facial Prior, Blind Face Restoration, [Paper], [Project]
  27. HiSD: Image-to-image Translation via Hierarchical Style Disentanglement, Image Translation, [Paper], [Code]
  28. Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation, Image Translation, [Paper][Code]
  29. Spatially-Adaptive Pixelwise Networks for Fast Image Translation, Image Translation, [Paper][Code]
  30. CoMoGAN: continuous model-guided image-to-image translation, Image Translation, Oral, [Paper], [Code]
  31. Exploiting Spatial Dimensions of Latent in GAN for Real-time Image Editing, Image Editing, [Paper], [Code]
  32. Anycost GANs for Interactive Image Synthesis and Editing, Image Editing, [Paper], [Code]
  33. PISE: Person Image Synthesis and Editing with Decoupled GAN, Image Editing, [Paper], [Code]
  34. Closed-Form Factorization of Latent Semantics in GANs, Image Editing, [Paper], [Code]
  35. Learning Multi-Scale Photo Exposure Correction, Image Enhancement, [Paper], [Code]
  36. Restoring Extremely Dark Images in Real Time, Image Enhancement, RAW2RGB, [Code]

Video Manipulation

  1. FLAVR: Flow-Agnostic Video Representations for Fast Frame Interpolation, Video Interpolation, [Paper], [Code]
  2. CDFI: Compression-driven Network Design for Frame Interpolation, Video Interpolation, [Paper], [Code]
  3. Deep Animation Video Interpolation in the Wild, Video Interpolation, [Paper], [Code]
  4. Temporal Modulation Network for Controllable Space-Time Video Super-Resolution, Video Super-Resolution, [Code]
  5. BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond, Video Super-Resolution, [Paper], [Code]
  6. Video Rescaling Networks with Joint Optimization Strategies for Downscaling and Upscaling, Video Rescaling, [Project], [Code]
  7. Efficient Multi-Stage Video Denoising with Recurrent Spatio-Temporal Fusion, Video Denoising, [Paper]
  8. ARVo: Learning All-Range Volumetric Correspondence for Video Deblurring, Video Deblurring, [Paper], [Code]
  9. Real-Time High Resolution Background Matting, Video Background Matting, [Paper], [Code]
  10. Learning to Restore Hazy Video: A New Real-World Dataset and A New Method, Video Dehazing,
  11. Semi-Supervised Video Deraining with Dynamic Rain Generator, Image Deraining, [Paper], [Code]