NeurIPS2021-Low-Level-Vision.md

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

• 1.Image Restoration

• 2.Super Resolution

  • Image Super Resolution

• 3.Denoising

  • Image Denoising

• 4.Deblurring

  • Image Deblurring

• 5.Dehazing

• 6.Image Compression

  • Video Compression

• 7.Style Transfer

• 8.Image Editing

• 9.Image Generation/Synthesis/ Image-to-Image Translation

  • Video Generation

Image Restoration - 图像恢复

Functional Neural Networks for Parametric Image Restoration Problems

• Paper: https://openreview.net/forum?id=MMZ4djXrwbu

Unfolding Taylor's Approximations for Image Restoration

• Paper: https://openreview.net/forum?id=8vwDIC9pEb

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

• Paper: https://openreview.net/forum?id=MXmmuhJYPdU
• Code: https://github.com/QianNing0/UDL

Aligned Structured Sparsity Learning for Efficient Image Super-Resolution

• Paper: https://openreview.net/forum?id=zAuDbrHC6fq
• Code: https://github.com/MingSun-Tse/ASSL

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

• Paper: https://openreview.net/forum?id=0BHU7WvZ29
• Code: https://github.com/sreyas-mohan/gaintuning

Noise2Score: Tweedie’s Approach to Self-Supervised Image Denoising without Clean Images

• Paper: https://openreview.net/forum?id=ZqEUs3sTRU0

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

• Paper: https://openreview.net/forum?id=ClwfZc4ooKM
• Code: https://github.com/rddy/pico

Video Compression

Deep Contextual Video Compression

• Paper: https://openreview.net/forum?id=evqzNxmXsl3
• Code: https://github.com/DeepMC-DCVC/DCVC

Style Transfer - 风格迁移

Artistic Style Transfer with Internal-external Learning and Contrastive Learning

• Paper: https://openreview.net/forum?id=hm0i-cunzGW
• Code: https://github.com/HalbertCH/IEContraAST

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

• Paper: https://openreview.net/forum?id=cnWSyJNmeCE
• Code: https://github.com/THUDM/CogView

ImageBART: Bidirectional Context with Multinomial Diffusion for Autoregressive Image Synthesis

• Paper: https://openreview.net/forum?id=-1AAgrS5FF
• Code: https://github.com/CompVis/imagebart

Diffusion Models Beat GANs on Image Synthesis

• Paper: https://openreview.net/forum?id=AAWuCvzaVt
• Code: https://github.com/openai/guided-diffusion

Image Generation using Continuous Filter Atoms

• Paper: https://openreview.net/forum?id=877bJocr-w

UFC-BERT: Unifying Multi-Modal Controls for Conditional Image Synthesis

• Paper: https://openreview.net/forum?id=iEEAPq3TUEZ

Improving Visual Quality of Image Synthesis by A Token-based Generator with Transformers

• Paper: https://openreview.net/forum?id=lGoKo9WS2A_

Breaking the Dilemma of Medical Image-to-image Translation

• Paper: https://openreview.net/forum?id=C0GmZH2RnVR

Video Generation

CCVS: Context-aware Controllable Video Synthesis

• Paper: https://openreview.net/forum?id=VvGIT6AOGsx
• Code: https://github.com/16lemoing/ccvs