Awesome-NeurIPS2021-Low-Level-Vision
A Collection of Papers and Codes in NeurIPS2021 related to Low-Level Vision
Related collections for low-level vision
- CVPR2022-Low-Level-Vision
- Awesome-AAAI2022-Low-Level-Vision
- Awesome-ICCV2021-Low-Level-Vision
- Awesome-CVPR2021/CVPR2020-Low-Level-Vision
- Awesome-ECCV2020-Low-Level-Vision
Catalogue
Image Restoration - 图像恢复
Functional Neural Networks for Parametric Image Restoration Problems
Unfolding Taylor's Approximations for Image Restoration
A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image Restoration
- Paper: https://openreview.net/forum?id=8Yrcy55iHE
- Code: https://github.com/inria-thoth/T3SC
- Tags: Hyperspectral Image Restoration
Super Resolution - 超分辨率
Image Super Resolution
Uncertainty-Driven Loss for Single Image Super-Resolution
Aligned Structured Sparsity Learning for Efficient Image Super-Resolution
Finding Discriminative Filters for Specific Degradations in Blind Super-Resolution
- Paper: https://openreview.net/forum?id=az0BBDjDvwD
- Code: https://github.com/TencentARC/FAIG
- Tags: Blind SR
Spectrum-to-Kernel Translation for Accurate Blind Image Super-Resolution
- Paper: https://openreview.net/forum?id=94Sj1CcC_Jl
- Tags: Blind SR
Implicit Transformer Network for Screen Content Image Continuous Super-Resolution
- Paper: https://openreview.net/forum?id=x4t0fxWPNdi
- Code: https://github.com/codyshen0000/ITSRN
- Tags: Screen Content Image Continuous SR at arbitrary ratios
Spatial-Temporal Super-Resolution of Satellite Imagery via Conditional Pixel Synthesis
- Paper: https://openreview.net/forum?id=IKz9uYkf3vZ
- Code: https://github.com/KellyYutongHe/satellite-pixel-synthesis-pytorch
Denoising - 去噪
Image Denoising
Adaptive Denoising via GainTuning
Noise2Score: Tweedie’s Approach to Self-Supervised Image Denoising without Clean Images
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training
- Paper: https://proceedings.neurips.cc/paper/2021/file/1a5b1e4daae265b790965a275b53ae50-Paper.pdf
- Code: https://github.com/caiyuanhao1998/PNGAN
Deblurring - 去模糊
Image Deblurring
Gaussian Kernel Mixture Network for Single Image Defocus Deblurring
- Paper: https://openreview.net/forum?id=kSR-_SVzDR-
- Code: https://github.com/csZcWu/GKMNet
- Tags: Defocus Deblurring
Dehazing - 去雾
Learning to dehaze with polarization
- Paper: https://openreview.net/forum?id=Ua9Vi0QqwD4
- Code: https://github.com/fourson/Learning-to-dehaze-with-polarization
Image Compression - 图像压缩
Pragmatic Image Compression for Human-in-the-Loop Decision-Making
Video Compression
Deep Contextual Video Compression
Style Transfer - 风格迁移
Artistic Style Transfer with Internal-external Learning and Contrastive Learning
Image Editing - 图像编辑
EditGAN: High-Precision Semantic Image Editing
- Paper: https://openreview.net/forum?id=jLHWRxwc7_f
- Code: https://github.com/nv-tlabs/editGAN_release
Image Generation/Synthesis / Image-to-Image Translation - 图像生成/合成/转换
CogView: Mastering Text-to-Image Generation via Transformer
ImageBART: Bidirectional Context with Multinomial Diffusion for Autoregressive Image Synthesis
Diffusion Models Beat GANs on Image Synthesis
Image Generation using Continuous Filter Atoms
UFC-BERT: Unifying Multi-Modal Controls for Conditional Image Synthesis
Improving Visual Quality of Image Synthesis by A Token-based Generator with Transformers
Breaking the Dilemma of Medical Image-to-image Translation
Video Generation
CCVS: Context-aware Controllable Video Synthesis