A Collection of Papers and Codes in ECCV2022 related to Low-Level Vision
- CVPR2022-Low-Level-Vision
- Awesome-AAAI2022-Low-Level-Vision
- Awesome-NeurIPS2021-Low-Level-Vision
- Awesome-ICCV2021-Low-Level-Vision
- Awesome-CVPR2021/CVPR2020-Low-Level-Vision
- Awesome-ECCV2020-Low-Level-Vision
Simple Baselines for Image Restoration
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image Restoration
Seeing Far in the Dark with Patterned Flash
BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural Networks
Improving Image Restoration by Revisiting Global Information Aggregation
VQFR: Blind Face Restoration with Vector-Quantized Dictionary and Parallel Decoder
- Paper: https://arxiv.org/abs/2205.06803
- Code: https://github.com/TencentARC/VQFR
- Tags: Blind Face Restoration
Single Frame Atmospheric Turbulence Mitigation: A Benchmark Study and A New Physics-Inspired Transformer Model
- Paper: https://arxiv.org/abs/2207.10040
- Code: https://github.com/VITA-Group/TurbNet
- Tags: Atmospheric Turbulence Mitigation, Transformer
Modeling Mask Uncertainty in Hyperspectral Image Reconstruction
- Paper: https://arxiv.org/abs/2112.15362
- Code: https://github.com/Jiamian-Wang/mask_uncertainty_spectral_SCI
- Tags: Hyperspectral Image Reconstruction
ARM: Any-Time Super-Resolution Method
Dynamic Dual Trainable Bounds for Ultra-low Precision Super-Resolution Networks
Learning Mutual Modulation for Self-Supervised Cross-Modal Super-Resolution
- Paper: https://arxiv.org/abs/2207.09156
- Code: https://github.com/palmdong/MMSR
- Tags: Self-Supervised
Self-Supervised Learning for Real-World Super-Resolution from Dual Zoomed Observations
- Paper: https://arxiv.org/abs/2203.01325
- Code: https://github.com/cszhilu1998/SelfDZSR
- Tags: Self-Supervised
CADyQ : Contents-Aware Dynamic Quantization for Image Super Resolution
From Face to Natural Image: Learning Real Degradation for Blind Image Super-Resolution
- Paper:
- Code: https://github.com/csxmli2016/ReDegNet
Super-Resolution by Predicting Offsets: An Ultra-Efficient Super-Resolution Network for Rasterized Images
- Paper:
- Code: https://github.com/HaomingCai/SRPO
Learning Series-Parallel Lookup Tables for Efficient Image Super-Resolution
KXNet: A Model-Driven Deep Neural Network for Blind Super-Resolution
- Paper:
- Code: https://github.com/jiahong-fu/KXNet
Image Super-Resolution with Deep Dictionary
Efficient and Degradation-Adaptive Network for Real-World Image Super-Resolution
- Paper: http://www4.comp.polyu.edu.hk/~cslzhang/paper/ECCV2022_DASR.pdf
- Code: https://github.com/csjliang/DASR
Adaptive Patch Exiting for Scalable Single Image Super-Resolution
- Paper:
- Code: https://github.com/littlepure2333/APE
Efficient Long-Range Attention Network for Image Super-resolution
D2C-SR: A Divergence to Convergence Approach for Real-World Image Super-Resolution
- Paper: https://arxiv.org/abs/2103.14373
- Code: https://github.com/megvii-research/D2C-SR
- Tag: Real-World
Reference-based Image Super-Resolution with Deformable Attention Transformer
- Paper: https://arxiv.org/abs/2207.11938
- Code: https://github.com/caojiezhang/DATSR
- Tags: Reference-based, Transformer
Deep Semantic Statistics Matching (D2SM) Denoising Network
Unidirectional Video Denoising by Mimicking Backward Recurrent Modules with Look-ahead Forward Ones
- Paper:
- Code: https://github.com/nagejacob/FloRNN
Animation from Blur: Multi-modal Blur Decomposition with Motion Guidance
- Paper: https://arxiv.org/abs/2207.10123
- Code: https://github.com/zzh-tech/Animation-from-Blur
- Tags: recovering detailed motion from a single motion-blurred image
Event-based Fusion for Motion Deblurring with Cross-modal Attention
- Paper:https://arxiv.org/abs/2112.00167
- Code: https://github.com/AHupuJR/EFNet
- Tags: Event-based
Spatio-Temporal Deformable Attention Network for Video Deblurring
Efficient Video Deblurring Guided by Motion Magnitude
DeMFI: Deep Joint Deblurring and Multi-Frame Interpolation with Flow-Guided Attentive Correlation and Recursive Boosting
- Paper: https://arxiv.org/abs/2111.09985
- Code: https://github.com/JihyongOh/DeMFI
- Tags: Joint Deblurring and Frame Interpolation
Blind Image Decomposition
Frequency and Spatial Dual Guidance for Image Dehazing
- Paper:
- Code: https://github.com/yuhuUSTC/FSDGN
Perceiving and Modeling Density is All You Need for Image Dehazing
- Paper: https://arxiv.org/abs/2111.09733
- Code: https://github.com/Owen718/ECCV22-Perceiving-and-Modeling-Density-for-Image-Dehazing
Towards Efficient and Scale-Robust Ultra-High-Definition Image Demoireing
Exposure-Aware Dynamic Weighted Learning for Single-Shot HDR Imaging
- Paper:
- Code: https://github.com/viengiaan/EDWL
Ghost-free High Dynamic Range Imaging with Context-aware Transformer
- Paper:
- Code: https://github.com/megvii-research/HDR-Transformer
Real-Time Intermediate Flow Estimation for Video Frame Interpolation
FILM: Frame Interpolation for Large Motion
- Paper: https://arxiv.org/abs/2202.04901
- Code: https://github.com/google-research/frame-interpolation
Towards Interpretable Video Super-Resolution via Alternating Optimization
Local Color Distributions Prior for Image Enhancement
- Paper: https://www.cs.cityu.edu.hk/~rynson/papers/eccv22b.pdf
- Code: https://github.com/hywang99/LCDPNet
SepLUT: Separable Image-adaptive Lookup Tables for Real-time Image Enhancement
Neural Color Operators for Sequential Image Retouching
Unsupervised Night Image Enhancement: When Layer Decomposition Meets Light-Effects Suppression
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark
Harmonizer: Learning to Perform White-Box Image and Video Harmonization
DCCF: Deep Comprehensible Color Filter Learning Framework for High-Resolution Image Harmonization
Learning Prior Feature and Attention Enhanced Image Inpainting
- Paper:
- Code: https://github.com/ewrfcas/MAE-FAR
Perceptual Artifacts Localization for Inpainting
- Paper:
- Code: https://github.com/owenzlz/PAL4Inpaint
Error Compensation Framework for Flow-Guided Video Inpainting
Flow-Guided Transformer for Video Inpainting
- Paper:
- Code: https://github.com/hitachinsk/FGT
Eliminating Gradient Conflict in Reference-based Line-art Colorization
Bridging the Domain Gap towards Generalization in Automatic Colorization
- Paper:
- Code: https://github.com/Lhyejin/DG-Colorization
One-Trimap Video Matting
Style-Guided Shadow Removal
- Paper:
- Code: https://github.com/jinwan1994/SG-ShadowNet
Optimizing Image Compression via Joint Learning with Denoising
Implicit Neural Representations for Image Compression
- Paper: https://arxiv.org/abs/2112.04267
- Code:https://github.com/YannickStruempler/inr_based_compression
AlphaVC: High-Performance and Efficient Learned Video Compression
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling
Shift-tolerant Perceptual Similarity Metric
Telepresence Video Quality Assessment
CCPL: Contrastive Coherence Preserving Loss for Versatile Style Transfer
Image-Based CLIP-Guided Essence Transfer
Learning Graph Neural Networks for Image Style Transfer
WISE: Whitebox Image Stylization by Example-based Learning
Context-Consistent Semantic Image Editing with Style-Preserved Modulation
GAN with Multivariate Disentangling for Controllable Hair Editing
- Paper: https://raw.githubusercontent.com/XuyangGuo/xuyangguo.github.io/main/database/CtrlHair/CtrlHair.pdf
- Code: https://github.com/XuyangGuo/CtrlHair
Paint2Pix: Interactive Painting based Progressive Image Synthesis and Editing
- Paper:
- Code: https://github.com/1jsingh/paint2pix
High-fidelity GAN Inversion with Padding Space
Text2LIVE: Text-Driven Layered Image and Video Editing
TIPS: Text-Induced Pose Synthesis
TISE: A Toolbox for Text-to-Image Synthesis Evaluation
Learning Visual Styles from Audio-Visual Associations
End-to-end Graph-constrained Vectorized Floorplan Generation with Panoptic Refinement
ManiFest: Manifold Deformation for Few-shot Image Translation
VecGAN: Image-to-Image Translation with Interpretable Latent Directions
DynaST: Dynamic Sparse Transformer for Exemplar-Guided Image Generation
EleGANt: Exquisite and Locally Editable GAN for Makeup Transfer
Vector Quantized Image-to-Image Translation
- Paper:
- Code: https://github.com/cyj407/VQ-I2I
General Object Pose Transformation Network from Unpaired Data
- Paper:
- Code: https://github.com/suyukun666/UFO-PT
Style Your Hair: Latent Optimization for Pose-Invariant Hairstyle Transfer via Local-Style-Aware Hair Alignment
StyleLight: HDR Panorama Generation for Lighting Estimation and Editing
- Paper:
- Code: https://github.com/Wanggcong/StyleLight
Accelerating Score-based Generative Models with Preconditioned Diffusion Sampling
GAN Cocktail: mixing GANs without dataset access
Compositional Visual Generation with Composable Diffusion Models
- Paper: https://arxiv.org/abs/2206.01714
- Code: https://github.com/energy-based-model/Compositional-Visual-Generation-with-Composable-Diffusion-Models-PyTorch
Adaptive-Feature-Interpolation-for-Low-Shot-Image-Generation
- Paper: https://arxiv.org/abs/2112.02450
- Code: https://github.com/dzld00/Adaptive-Feature-Interpolation-for-Low-Shot-Image-Generation
StyleHEAT: One-Shot High-Resolution Editable Talking Face Generation via Pretrained StyleGAN
WaveGAN: An Frequency-aware GAN for High-Fidelity Few-shot Image Generation
Supervised Attribute Information Removal and Reconstruction for Image Manipulation
FakeCLR: Exploring Contrastive Learning for Solving Latent Discontinuity in Data-Efficient GANs
Auto-regressive Image Synthesis with Integrated Quantization
PixelFolder: An Efficient Progressive Pixel Synthesis Network for Image Generation
DeltaGAN: Towards Diverse Few-shot Image Generation with Sample-Specific Delta
- Paper: https://arxiv.org/abs/2207.10271
- Code: https://github.com/bcmi/DeltaGAN-Few-Shot-Image-Generation
Generator Knows What Discriminator Should Learn in Unconditional GANs
Long Video Generation with Time-Agnostic VQGAN and Time-Sensitive Transformer
Controllable Video Generation through Global and Local Motion Dynamics
- Paper:
- Code: https://github.com/Araachie/glass
Fast-Vid2Vid: Spatial-Temporal Compression for Video-to-Video Synthesis
Synthesizing Light Field Video from Monocular Video
- Paper: https://arxiv.org/abs/2207.10357
- Code: https://github.com/ShrisudhanG/Synthesizing-Light-Field-Video-from-Monocular-Video
Learning Local Implicit Fourier Representation for Image Warping
- Paper: https://ipl.dgist.ac.kr/LTEW.pdf
- Code: https://github.com/jaewon-lee-b/ltew
- Tags: Image Warping
Dress Code: High-Resolution Multi-Category Virtual Try-On
- Paper: https://arxiv.org/abs/2204.08532
- Code: https://github.com/aimagelab/dress-code
- Tags: Virtual Try-On
High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled Conditions
- Paper: https://arxiv.org/abs/2206.14180
- Code: https://github.com/sangyun884/HR-VITON
- Tags: Virtual Try-On
Single Stage Virtual Try-on via Deformable Attention Flows
- Paper: https://arxiv.org/abs/2207.09161
- Tags: Virtual Try-On
Outpainting by Queries
- Paper: https://arxiv.org/abs/2207.05312
- Code: https://github.com/Kaiseem/QueryOTR
- Tags: Outpainting
Geometry-aware Single-image Full-body Human Relighting
NeRF for Outdoor Scene Relighting
Watermark Vaccine: Adversarial Attacks to Prevent Watermark Removal
- Paper: https://arxiv.org/abs/2207.08178
- Code: https://github.com/thinwayliu/Watermark-Vaccine
- Tags: Watermark Protection
Efficient Meta-Tuning for Content-aware Neural Video Delivery
- Paper: https://arxiv.org/abs/2207.09691
- Code: https://github.com/Neural-video-delivery/EMT-Pytorch-ECCV2022
- Tags: Video Delivery
Human-centric Image Cropping with Partition-aware and Content-preserving Features
CelebV-HQ: A Large-Scale Video Facial Attributes Dataset
- Paper: https://arxiv.org/abs/2207.12393
- Code: https://github.com/CelebV-HQ/CelebV-HQ
- Tags: Dataset
Learning Dynamic Facial Radiance Fields for Few-Shot Talking Head Synthesis
- Paper: https://arxiv.org/abs/2207.11770
- Code: https://github.com/sstzal/DFRF
- Tags: Talking Head Synthesis
Contrastive Monotonic Pixel-Level Modulation
AutoTransition: Learning to Recommend Video Transition Effects