Awesome Image Restoration
Image Restoration is one of the most active areas in Awesome Computer Vision β 1,176 papers in this collection, evaluated on datasets like ImageNet, COCO, CIFAR-10. A strong starting point is "Pointrend: Image Segmentation As Rendering".
Datasets & benchmarks
Key papers
- Pointrend: Image Segmentation As Rendering (2019)Alexander Kirillov, Yuxin Wu, Kaiming He, et al.31.23
- Multi-stage Progressive Image Restoration (2021)Syed Waqas Zamir, Aditya Arora, Salman Khan, et al.30.61
- Feedback Network For Image Super-resolution (2019)Zhen Li, Jinglei Yang, Zheng Liu, et al.26.83
- Res2net: A New Multi-scale Backbone Architecture (2019)Shang-Hua Gao, Ming-Ming Cheng, Kai Zhao, et al.25.82
- Masked-attention Mask Transformer For Universal Image Segmentation (2021)Bowen Cheng, Ishan Misra, Alexander G. Schwing, et al.25.69
- SCAN: Learning To Classify Images Without Labels (2020)Wouter van Gansbeke, Simon Vandenhende, Stamatios Georgoulis, et al.25.15
- Dual Aggregation Transformer For Image Super-resolution (2023)Zheng Chen, Yulun Zhang, Jinjin Gu, et al.24.91
- Multimodal Unsupervised Image-to-image Translation (2018)Xun Huang, Ming-Yu Liu, Serge Belongie, et al.24.00
- Aggregated Contextual Transformations For High-resolution Image Inpainting (2021)Yanhong Zeng, Jianlong Fu, Hongyang Chao, et al.23.46
- Fine-grained Visual Classification Via Progressive Multi-granularity Training Of Jigsaw Patches (2020)Ruoyi Du, Dongliang Chang, Ayan Kumar Bhunia, et al.23.39
- Going Deeper With Image Transformers (2021)Hugo Touvron, Matthieu Cord, Alexandre Sablayrolles, et al.22.35
- Resolution-robust Large Mask Inpainting With Fourier Convolutions (2021)Roman Suvorov, Elizaveta Logacheva, Anton Mashikhin, et al.22.23
- Blind Face Restoration Via Deep Multi-scale Component Dictionaries (2020)Xiaoming Li, Chaofeng Chen, Shangchen Zhou, et al.22.20
- Cross-x Learning For Fine-grained Visual Categorization (2019)Wei Luo, Xitong Yang, Xianjie Mo, et al.21.36
- Large-scale Image Retrieval With Attentive Deep Local Features (2016)Hyeonwoo Noh, Andre Araujo, Jack Sim, et al.20.85
- Bilateral Reference For High-resolution Dichotomous Image Segmentation (2024)Peng Zheng, Dehong Gao, Deng-Ping Fan, et al.20.61
- Regionclip: Region-based Language-image Pretraining (2021)Yiwu Zhong, Jianwei Yang, Pengchuan Zhang, et al.20.18
- Image Segmentation Using Text And Image Prompts (2021)Timo LΓΌddecke, Alexander S. Ecker19.96
- Rgb-infrared Cross-modality Person Re-identification Via Joint Pixel And Feature Alignment (2019)Guan'An Wang, Tianzhu Zhang, Jian Cheng, et al.19.89
- Efficient Long-range Attention Network For Image Super-resolution (2022)Xindong Zhang, Hui Zeng, Shi Guo, et al.19.85
- Uniformer: Unifying Convolution And Self-attention For Visual Recognition (2022)Kunchang Li, Yali Wang, Junhao Zhang, et al.19.82
- Pluralistic Image Completion (2019)Chuanxia Zheng, Tat-Jen Cham, Jianfei Cai19.71
- Deep Image Retrieval: Learning Global Representations For Image Search (2016)Albert Gordo, Jon Almazan, Jerome Revaud, et al.19.67
- End-to-end Learning Of Deep Visual Representations For Image Retrieval (2016)Albert Gordo, Jon Almazan, Jerome Revaud, et al.19.66
- DRCT: Saving Image Super-resolution Away From Information Bottleneck (2024)Chih-Chung Hsu, Chia-Ming Lee, Yi-Shiuan Chou19.38
- Scaling Local Self-attention For Parameter Efficient Visual Backbones (2021)Ashish Vaswani, Prajit Ramachandran, Aravind Srinivas, et al.19.20
- Bidirectional Multi-scale Implicit Neural Representations For Image Deraining (2024)Xiang Chen, Jinshan Pan, Jiangxin Dong19.19
- Instance-level Image Retrieval Using Reranking Transformers (2021)Fuwen Tan, Jiangbo Yuan, Vicente Ordonez19.00
- Learning To Discover Multi-class Attentional Regions For Multi-label Image Recognition (2020)Bin-Bin Gao, Hong-Yu Zhou18.95
- LAVT: Language-aware Vision Transformer For Referring Image Segmentation (2021)Zhao Yang, Jiaqi Wang, Yansong Tang, et al.18.95
- Contextual Residual Aggregation For Ultra High-resolution Image Inpainting (2020)Zili Yi, Qiang Tang, Shekoofeh Azizi, et al.18.71
- Mixed Transformer U-net For Medical Image Segmentation (2021)Hongyi Wang, Shiao Xie, Lanfen Lin, et al.18.70
- SOLAR: Second-order Loss And Attention For Image Retrieval (2020)Tony Ng, Vassileios Balntas, Yurun Tian, et al.18.69
- Tip-adapter: Training-free Adaption Of CLIP For Few-shot Classification (2022)Renrui Zhang, Zhang Wei, Rongyao Fang, et al.18.65
- A Benchmark For Edge-preserving Image Smoothing (2019)Feida Zhu, Zhetong Liang, Xixi Jia, et al.18.48
- Unsupervised Deep Image Stitching: Reconstructing Stitched Features To Images (2021)Lang Nie, Chunyu Lin, Kang Liao, et al.18.20
- Cricavpr: Cross-image Correlation-aware Representation Learning For Visual Place Recognition (2024)Feng Lu, Xiangyuan Lan, Lijun Zhang, et al.18.09
- Cola-net: Collaborative Attention Network For Image Restoration (2021)Chong Mou, Jian Zhang, Xiaopeng Fan, et al.17.87
- Guided Curriculum Model Adaptation And Uncertainty-aware Evaluation For Semantic Nighttime Image Segmentation (2019)Christos Sakaridis, Dengxin Dai, Luc van Gool17.82
- Uni-paint: A Unified Framework For Multimodal Image Inpainting With Pretrained Diffusion Model (2023)Shiyuan Yang, Xiaodong Chen, Jing Liao17.73
- Image Manipulation Detection By Multi-view Multi-scale Supervision (2021)Xinru Chen, Chengbo Dong, Jiaqi Ji, et al.17.61
- Cross-domain Correspondence Learning For Exemplar-based Image Translation (2020)Pan Zhang, Bo Zhang, Dong Chen, et al.17.55
- Learning Semantically Enhanced Feature For Fine-grained Image Classification (2020)Wei Luo, Hengmin Zhang, Jun Li, et al.17.43
- Learning Spatial Attention For Face Super-resolution (2020)Chaofeng Chen, Dihong Gong, Hao Wang, et al.17.40
- SLIP: Self-supervision Meets Language-image Pre-training (2021)Norman Mu, Alexander Kirillov, David Wagner, et al.17.34
- Intra-inter Camera Similarity For Unsupervised Person Re-identification (2021)Shiyu Xuan, Shiliang Zhang17.32
- Vitaev2: Vision Transformer Advanced By Exploring Inductive Bias For Image Recognition And Beyond (2022)Qiming Zhang, Yufei Xu, Jing Zhang, et al.17.31
- Efficientsam: Leveraged Masked Image Pretraining For Efficient Segment Anything (2023)Yunyang Xiong, Bala Varadarajan, Lemeng Wu, et al.17.18
- Dual Contrastive Learning For Unsupervised Image-to-image Translation (2021)Junlin Han, Mehrdad Shoeiby, Lars Petersson, et al.17.16
- Dark Model Adaptation: Semantic Image Segmentation From Daytime To Nighttime (2018)Dengxin Dai, Luc van Gool17.14
- Exploring Smoothness And Class-separation For Semi-supervised Medical Image Segmentation (2022)Yicheng Wu, Zhonghua Wu, Qianyi Wu, et al.17.00
- Iterative Prompt Learning For Unsupervised Backlit Image Enhancement (2023)Zhexin Liang, Chongyi Li, Shangchen Zhou, et al.16.88
- SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation (2024)Xinyu Xiong et al.16.76
- Cross Language Image Matching For Weakly Supervised Semantic Segmentation (2022)Jinheng Xie, Xianxu Hou, Kai Ye, et al.16.71
- Beyond Triplet Loss: Person Re-identification With Fine-grained Difference-aware Pairwise Loss (2020)Cheng Yan, Guansong Pang, Xiao Bai, et al.16.67
- Enhanced Spatio-temporal Interaction Learning For Video Deraining: A Faster And Better Framework (2021)Kaihao Zhang, Dongxu Li, Wenhan Luo, et al.16.51
- Local Descriptors Optimized For Average Precision (2018)Kun He, Yan Lu, Stan Sclaroff16.49
- Inpainting Transformer For Anomaly Detection (2021)Jonathan Pirnay, Keng Chai16.45
- Dynamic Convolutions: Exploiting Spatial Sparsity For Faster Inference (2019)Thomas Verelst, Tinne Tuytelaars16.32
- Maskclip: Masked Self-distillation Advances Contrastive Language-image Pretraining (2022)Xiaoyi Dong, Jianmin Bao, Yinglin Zheng, et al.16.25