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https://github.com/visionxiang/awesome-co-saliency-detection

A curated collection of co-saliency detection, including co-salient object detection, which will be kept updated.
https://github.com/visionxiang/awesome-co-saliency-detection

List: awesome-co-saliency-detection

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A curated collection of co-saliency detection, including co-salient object detection, which will be kept updated.

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# Awesome Co-Saliency Detection

A curated collection of co-saliency detection, including co-salient object detection, which will be kept updated.

❗ [08/2023] Update AAAI2023 & CVPR2023 & Journal for CoSOD.

## Content
- [Co-salient Object Detection](#Co-salient-object-detection)
- [RGB-D Co-salient Object Detection](#RGB-D-Co-salient-object-detection)

## Co-salient Object Detection

### Preprints

| **Year** | **Pub.** | **Title** | **Links** |
| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |
| 03 | arXiv | Towards Open-World Co-Salient Object Detection with Generative Uncertainty-aware Group Selective Exchange-Masking
*Yang Wu, Shenglong Hu, Huihui Song, Kaihua Zhang, Bo Liu, Dong Liu* | [Paper](https://arxiv.org/abs/2310.10264)/[Code](https://github.com/wuyang98/CoSOD)
| 02 | arXiv | Free Lunch for Co-Saliency Detection: Context Adjustment
*Lingdong Kong, et al.* | [Paper](https://arxiv.org/abs/2108.02093v4)/[Data](http://ldkong.com/data/sets/cat/home)
| 01 | arXiv | CoSformer: Detecting Co-Salient Object with Transformers
*Lv Tang* | [Paper](https://arxiv.org/pdf/2104.14729.pdf)/Code

### 2023

| **Year** | **Pub.** | **Title** | **Links** |
| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |
| 2023 | ACM MM | Co-Salient Object Detection with Semantic-Level Consensus Extraction and Dispersion
*Peiran Xu, Yadong Mu* | [Paper](https://arxiv.org/abs/2309.07753)/Code
| 2023 | CVPR | Co-Salient Object Detection with Uncertainty-aware Group Exchange-Masking
*Yang Wu, Huihui Song, Bo Liu, Kaihua Zhang, Dong Liu* | [Paper](https://openaccess.thecvf.com/content/CVPR2023/papers/Wu_Co-Salient_Object_Detection_With_Uncertainty-Aware_Group_Exchange-Masking_CVPR_2023_paper.pdf)/[Code](https://github.com/wuyang98/CoSOD)
| 2023 | CVPR | Discriminative Co-Saliency and Background Mining Transformer for Co-Salient Object Detection
*Long Li, Junwei Han, Ni Zhang, Nian Liu, Salman Khan, Hisham Cholakkal, Rao Anwer, Fahad Khan* | [Paper](https://arxiv.org/abs/2305.00514)/[Code](https://github.com/dragonlee258079/DMT)
| 2023 | AAAI | Memory-aided Contrastive Consensus Learning for Co-salient Object Detection
*Peng Zheng, Jie Qin, Shuo Wang, Tian-Zhu Xiang, Huan Xiong* | [Paper](https://arxiv.org/abs/2302.14485)/[Code](https://github.com/ZhengPeng7/MCCL)
| 2023 | TNNLS | Collaborative Camouflaged Object Detection: A Large-Scale Dataset and Benchmark
*Cong Zhang, Hongbo Bi, Tian-Zhu Xiang, Ranwan Wu, Jinghui Tong, Xiufang Wang* | [Paper](https://arxiv.org/abs/2310.04253)/[Code](https://github.com/zc199823/BBNet--CoCOD)
| 2023 | TMM | Adaptive Group-Wise Consistency Network for Co-Saliency Detection
*Zhen Bai; Zhi Liu; Gongyang Li; Yang Wang* | [Paper](https://ieeexplore.ieee.org/abstract/document/9662960)/Code
| 2023 | TMM | Co-Saliency Detection Guided by Group Weakly Supervised Learning
*Xiaoliang Qian; Yinfeng Zeng; Wei Wang; Qiuwen Zhang* | [Paper](https://ieeexplore.ieee.org/abstract/document/9760122/)/Code
| 2023 | TCYB | Global-and-Local Collaborative Learning for Co-Salient Object Detection
*Runmin Cong; Ning Yang; Chongyi Li; Huazhu Fu; Yao Zhao; Qingming Huang; Sam Kwong* | [Paper](https://arxiv.org/abs/2204.08917)/[Code](https://github.com/rmcong/GLNet_TCYB2022)/
[Proj](https://rmcong.github.io/proj_GLNet.html)
| 2023 | PAMI | GCoNet+: A Stronger Group Collaborative Co-Salient Object Detector
*Peng Zheng, Deng-Ping Fan, et al.* | [Paper](https://arxiv.org/abs/2205.15469v2)/[Code](https://github.com/ZhengPeng7/GCoNet_plus)
| 2023 | PAMI | Co-Salient Object Detection with Co-Representation Purification
*Ziyue Zhu, Zhao Zhang, Zheng Lin, Xing Sun, Ming-Ming Cheng* | [Paper](https://arxiv.org/abs/2303.07670)/[Code](https://github.com/ZZY816/CoRP)
| 2023 | TMM | A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object Detection
*Yukun Su, et al.* | [Paper](https://arxiv.org/abs/2203.04708)/[Code](https://github.com/suyukun666/UFO)

### 2022

| **Year** | **Pub.** | **Title** | **Links** |
| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |
| 04 | TCSVT | TCNet: Co-Salient Object Detection via Parallel Interaction of Transformers and CNNs
*Yanliang Ge, Qiao Zhang, Tian-Zhu Xiang, Cong Zhang, Hongbo Bi* | [Paper](https://ieeexplore.ieee.org/document/9968016)/[Code](https://github.com/zhangqiao970914/TCNet)
| 03 | TCYB | Global-and-local collaborative learning for co-Salient object detection
*Runmin Cong, et al.* | [Paper](https://arxiv.org/abs/2204.08917)/[Code](https://github.com/rmcong/GLNet_TCYB2022)/
[Proj](https://rmcong.github.io/proj_GLNet.html)
| 02 | CVPR | Democracy Does Matter: Comprehensive Feature Mining for Co-Salient Object Detection
*Siyue Yu, et al.* | [Paper](https://arxiv.org/abs/2203.05787)/[Code](https://github.com/siyueyu/DCFM)
| 01 | CVPR | Can You Spot the Chameleon? Adversarially Camouflaging Images from Co-Salient Object Detection
*Ruijun Gao, et al.* | [Paper](https://arxiv.org/abs/2009.09258)/[Code](https://github.com/tsingqguo/jadena)

### 2021

| **Year** | **Pub.** | **Title** | **Links** |
| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |
| 08 | PAMI | Re-thinking Co-Salient Object Detection ``CoSOD3K extension``
*Deng-Ping Fan, et al.* | [Paper](https://arxiv.org/abs/2007.03380)/[Proj](http://dpfan.net/CoSOD3k/) |
| 07 | ICCV | Summarize and Search: Learning Consensus-Aware Dynamic Convolution for Co-Saliency Detection
*Ni Zhang, et al.* | [Paper](https://openaccess.thecvf.com/content/ICCV2021/papers/Zhang_Summarize_and_Search_Learning_Consensus-Aware_Dynamic_Convolution_for_Co-Saliency_Detection_ICCV_2021_paper.pdf)/[Code](https://github.com/nnizhang/CADC) |
| 06 | CVPR | DeepACG: Co-Saliency Detection via Semantic-Aware Contrast Gromov-Wasserstein Distance
*Kaihua Zhang, et al.* | [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Zhang_DeepACG_Co-Saliency_Detection_via_Semantic-Aware_Contrast_Gromov-Wasserstein_Distance_CVPR_2021_paper.pdf)/Code |
| 05 | CVPR | Group Collaborative Learning for Co-Salient Object Detection
*Qi Fan, Deng-Ping Fan, et al.* | [Paper](https://openaccess.thecvf.com/content/CVPR2021/papers/Fan_Group_Collaborative_Learning_for_Co-Salient_Object_Detection_CVPR_2021_paper.pdf)/[Code](https://github.com/fanq15/GCoNet) |
| 04 | AAAI | Multi-scale Graph Fusion for Co-saliency Detection
*Rongyao Hu, et al.* | [Paper](https://ojs.aaai.org/index.php/AAAI/article/view/16951)/Code |
| 03 | TIP | CycleSegNet: Object Co-segmentation with Cycle Refinement and Region Correspondence
*Chi Zhang, et al.* | [Paper](https://arxiv.org/abs/2101.01308#)/Code |
| 02 | TMM | Image Co-saliency Detection and Instance Co-segmentation using Attention Graph Clustering based Graph Convolutional Network
*Tengpeng Li, et al.* | [Paper](https://ieeexplore.ieee.org/abstract/document/9337219?casa_token=3WTQilnF2hoAAAAA:7Ljg6wv0Pl2cqjVgboalZmMGSmaFNUuxaJk3MzdcMQrDHh5BDzldGRJRN2pFL3L3TQCcsGk)/[Code](https://github.com/ltp1995/GCAGC-CVPR2020) |
| 01 | TCSVT | Co-Saliency Detection With Co-Attention Fully Convolutional Network
*Guangshuai Gao, et al.* | [Paper](https://arxiv.org/abs/2008.08909)/Code

### 2020

| **Year** | **Pub.** | **Title** | **Links** |
| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |
| 10 | NeurIPS | ICNet: Intra-saliency Correlation Network for Co-Saliency Detection
*Ming-Ming Cheng, et al.* | [Paper](https://proceedings.neurips.cc/paper/2020/file/d961e9f236177d65d21100592edb0769-Paper.pdf)/Code |
| 09 | NeurIPS | CoADNet: Collaborative Aggregation-and-Distribution Networks for Co-Salient Object Detection
*Runmin Cong, et al.* | [Paper](https://arxiv.org/pdf/2011.04887.pdf)/[Code](https://github.com/rmcong/CoADNet_NeurIPS20) |
| 08 | ECCV | Gradient-Induced Co-Saliency Detection ``CoCA``
*Zhao Zhang, Ming-Ming Chen, et al.* | [Paper](https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123570443.pdf)/[Code](https://github.com/zzhanghub/gicd)
[Proj](http://zhaozhang.net/coca.html) |
| 07 | CVPR | Taking a Deeper Look at Co-Salient Object Detection ``CoSOD3K``
*Deng-Ping Fan, et al.* | [Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Fan_Taking_a_Deeper_Look_at_Co-Salient_Object_Detection_CVPR_2020_paper.pdf)/[Proj](http://dpfan.net/CoSOD3k/) |
| 06 | CVPR | Adaptive Graph Convolutional Network With Attention Graph Clustering for Co-Saliency Detection
*Kaihua Zhang, Qingshan Liu, et al.* | [Paper](https://openaccess.thecvf.com/content_CVPR_2020/papers/Zhang_Adaptive_Graph_Convolutional_Network_With_Attention_Graph_Clustering_for_Co-Saliency_CVPR_2020_paper.pdf)/[Code](https://github.com/ltp1995/GCAGC-CVPR2020) |
| 05 | AAAI | Deep Object Co-Segmentation via Spatial-Semantic Network Modulation
*Kaihua Zhang, et al.* | [Paper](https://arxiv.org/abs/1911.12950)/[Code](https://github.com/cj4L/SSNM-Coseg)
| 04 | PAMI | Zero-Shot Video Object Segmentation with Co-Attention Siamese Networks
*Xiankai Lu, et al.* | Paper/[Code](https://github.com/carrierlxk/COSNet) |
| 03 | TNN | Robust Deep Co-Saliency Detection With Group Semantic and Pyramid Attention
*Zheng-Jun Zhang, et al.* | [Paper](https://ieeexplore.ieee.org/document/8998349)/Code |
| 02 | TMM | Deep Co-Saliency Detection via Stacked Autoencoder-Enabled Fusion and Self-Trained CNNs
*Chung-Chi Tsai, et al.* | Paper/Code |
| 01 | TMM | A New Method and Benchmark for Detecting Co-Saliency Within a Single Image
*Hongkai You, et al.* | Paper/Code |

### 2019

| **Year** | **Pub.** | **Title** | **Links** |
| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |
| 11 | MM | A Unified Multiple Graph Learning and Convolutional Network Model for Co-saliency Estimation
*Bo Jiang, et al.* | [Paper](https://doi.org/10.1145/3343031.3350860)/Code |
| 10 | MM | Co-saliency Detection Based on Hierarchical Consistency
*Bo Li, et al.* | [Paper](https://dl.acm.org/doi/10.1145/3343031.3351016)/Code |
| 09 | ICCV | Group-Wise Deep Object Co-Segmentation With Co-Attention Recurrent Neural Network
*Bo Li, et al.* | [Paper](https://openaccess.thecvf.com/content_ICCV_2019/papers/Li_Group-Wise_Deep_Object_Co-Segmentation_With_Co-Attention_Recurrent_Neural_Network_ICCV_2019_paper.pdf)/[Code](https://github.com/francesco-p/group-wise-iccv19) |
| 08 | CVPR | Co-Saliency Detection via Mask-Guided Fully Convolutional Networks With Multi-Scale Label Smoothing
*Kaihua Zhang, Qingshan Liu, et al.* | [Paper](https://openaccess.thecvf.com/content_CVPR_2019/papers/Zhang_Co-Saliency_Detection_via_Mask-Guided_Fully_Convolutional_Networks_With_Multi-Scale_Label_CVPR_2019_paper.pdf)/Code |
| 07 | CVPR | DeepCO3: Deep Instance Co-Segmentation by Co-Peak Search and Co-Saliency Detection
*Kuang-Jui Hsu, et al.* | [Paper](https://openaccess.thecvf.com/content_CVPR_2019/papers/Hsu_DeepCO3_Deep_Instance_Co-Segmentation_by_Co-Peak_Search_and_Co-Saliency_Detection_CVPR_2019_paper.pdf)/[Code](https://github.com/KuangJuiHsu/DeepCO3/)
| 06 | AAAI | Robust Deep Co-Saliency Detection with Group Semantic
*Chong Wang, et al.* | [Paper](https://ojs.aaai.org//index.php/AAAI/article/view/4919)/Code |
| 05 | TIP | Class Agnostic Image Common Object Detection
*Shuqiang Jiang, et al.* | Paper/Code |
| 04 | TIP | Deep Group-Wise Fully Convolutional Network for Co-Saliency Detection With Graph Propagation
*Lina Wei, et al.* | Paper/Code |
| 03 | TIP | Image Co-Saliency Detection and Co-Segmentation via Progressive Joint Optimization
*Chung-Chi Tsai, et al.* | Paper/Code |
| 02 | TIP | Salient Object Detection With Lossless Feature Reflection and Weighted Structural Loss
*P. Zhang, et al.* | Paper/Code |
| 01 | TCYB | An Iterative Co-Saliency Framework for RGBD Images
*Runmin Cong, Jianjun Lei, Huazhu Fu, et al.* | [Paper](https://ieeexplore.ieee.org/document/8116754)/[Code](https://github.com/rmcong/2017-TCyb-An-iterative-RGBD-co-saliency-framework)

### Before

| **Year** | **Pub.** | **Title** | **Links** |
| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |
| 2018 | TIP | Co-Saliency Detection for RGBD Images Based on Multi-Constraint Feature Matching and Cross Label Propagation
*Ruiming Cong, et al.* | [Paper](https://arxiv.org/abs/1710.05172)/[Proj](https://rmcong.github.io/proj_RGBD_cosal.html) |
| 2018 | TIP | Co-Salient Object Detection Based on Deep Saliency Networks and Seed Propagation Over an Integrated Graph
*Dong-ju Jeong, Insung Hwang, Nam Ik Cho* | [Paper](https://ieeexplore.ieee.org/document/8419754)/Code |
| 2018 | TIP | Robust Object Co-Segmentation Using Background Prior
*Junwei Han, et al. | [Paper](https://ieeexplore.ieee.org/document/8170308)/Code
| 2018 | TMM | HSCS: Hierarchical Sparsity Based Co-saliency Detection for RGBD Images
*Runmin Cong, Jianjun Lei, Huazhu Fu, et al.* | [Paper](https://ieeexplore.ieee.org/document/8556071)/Code |
| 2018 | MM | A Feature-Adaptive Semi-Supervised Framework for Co-saliency Detection
*X. Zheng, et al.* | [Paper](https://dl.acm.org/doi/10.1145/3240508.3240648)/Code |
| 2018 | ECCV | Unsupervised CNN-based Co-Saliency Detection with Graphical Optimization
*Kuang-Jui Hsu, et al.* | [Paper](https://openaccess.thecvf.com/content_ECCV_2018/papers/Kuang-Jui_Hsu_Unsupervised_CNN-based_co-saliency_ECCV_2018_paper.pdf)/Code |
| 2018 | AAAI | Co-Saliency Detection Within a Single Image
*Hongkai Yu, et al.* | [Paper](https://aaai.org/ocs/index.php/AAAI/AAAI18/paper/view/16886)/Code |
| 2017 | PAMI | Co-Saliency Detection via a Self-Paced Multiple-Instance Learning Framework
*Dingwen Zhang, Deyu Meng, Junwei Han* | [Paper](https://ieeexplore.ieee.org/document/7469327)/Code |
| 2017 | AAAI | Image Cosegmentation via Saliency-Guided Constrained Clustering with Cosine Similarity
*Zhiqiang Tao, et al.* | [Paper](https://aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14331)/Code |
| 2016 | IJCV | Detection of Co-salient Objects by Looking Deep and Wide `Cosal2015`
*Dingwen Zhang, Junwei Han, Chao Li, Jingdong Wang, Xuelong Li* | [Paper](https://link.springer.com/article/10.1007/s11263-016-0907-4)/[Data](http://www.escience.cn/people/JunweiHan/Co-saliency.html) |
| 2016 | ECCV | Image Co-segmentation Using Maximum Common Subgraph Matching and Region Co-growing  
*Avik Hati, Subhasis Chaudhuri, Rajbabu Velmurugan* | [Paper](https://link.springer.com/chapter/10.1007/978-3-319-46466-4_44)/Code
| 2010 | CVPR | iCoseg: Interactive Co-segmentation with Intelligent Scribble Guidance `iCoseg`
*Dhruv Batra, Jiebo Luo, et al.* | [Paper](http://chenlab.ece.cornell.edu/people/adarsh/publications/bkpcl_cvpr10.pdf)/[Data](http://chenlab.ece.cornell.edu/projects/touch-coseg/) |
| 2007 | CVPR | Learning to Detect A Salient Object `MSRA`
*Tie Liu, Jian Sun, et al.* | [Paper](http://www.jiansun.org/papers/SalientDetection_CVPR07.pdf)/Code

## RGB-D Co-salient Object Detection

| **Year** | **Pub.** | **Title** | **Links** |
| :------: | :------: | :----------------------------------------------------------- | :----------------------------------------------------------- |
| 2022 | TIP | Learning Implicit Class Knowledge for RGB-D Co-Salient Object Detection With Transformers
*Ni Zhang, Junwei Han, Nian Liu* | [Paper](https://ieeexplore.ieee.org/document/9810116)/[Code](https://github.com/nnizhang/CTNet) |