Publication

2024

1. ICML

   Revisiting the Power of Prompt for Visual Tuning

   Yuzhu Wang ,  Lechao Cheng† , Chaowei Fang , Dingwen Zhang , Manni Duan , and Meng Wang

   In ICML , 2024

   Bib PDF Code

   @inproceedings{wang2024icml,
     title = {Revisiting the Power of Prompt for Visual Tuning},
     author = {Wang, Yuzhu and Cheng†, Lechao and Fang, Chaowei and Zhang, Dingwen and Duan, Manni and Wang, Meng},
     booktitle = {ICML},
     year = {2024},
   }

2. ICML

   Envisioning Outlier Exposure for Out-of-distribution Detection

   Chentao Cao , Zhun Zhong†, Zhanke Zhou , Yang Liu , Tongliang Liu , and Bo Han

   In ICML , 2024

   Bib

   @inproceedings{cao2024icml,
     title = {Envisioning Outlier Exposure for Out-of-distribution Detection},
     author = {Cao, Chentao and Zhong†, Zhun and Zhou, Zhanke and Liu, Yang and Liu, Tongliang and Han, Bo},
     booktitle = {ICML},
     year = {2024}
   }

3. SIGIR

   CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval

   Xintong Jiang* ,  Yaxiong Wang* , Mengjian Li , Yujiao Wu , Bingwen Hu , and Xueming Qian

   In SIGIR , 2024

   Bib

   @inproceedings{jiang2024sigir,
     title = {CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval},
     author = {Jiang*, Xintong and Wang*, Yaxiong and Li, Mengjian and Wu, Yujiao and Hu, Bingwen and Qian, Xueming},
     booktitle = {SIGIR},
     year = {2024}
   }

4. IEEE TIP

   ReGO: Reference-Guided Outpainting for Scenery Image

   Yaxiong Wang , Yunchao Wei , Xueming Qian , Li Zhu , and Yi Yang

   In IEEE Transactions on Image Processing , 2024

   Bib PDF Code

   @inproceedings{wangtip2024,
     title = {ReGO: Reference-Guided Outpainting for Scenery Image},
     author = {Wang, Yaxiong and Wei, Yunchao and Qian, Xueming and Zhu, Li and Yang, Yi},
     booktitle = {IEEE Transactions on Image Processing},
     year = {2024}
   }

5. CVPR

   GP-NeRF: Generalized Perception NeRF for Context-Aware 3D Scene Understanding

   Hao Li , Dingwen Zhang , Yalun Dai , Nian Liu ,  Lechao Cheng , Jingfeng Li , Jingdong Wang , and 1 more author

   In CVPR , 2024

   Bib PDF

   @inproceedings{li2024cvpr,
     title = {GP-NeRF: Generalized Perception NeRF for Context-Aware 3D Scene Understanding},
     author = {Li, Hao and Zhang, Dingwen and Dai, Yalun and Liu, Nian and Cheng, Lechao and Li, Jingfeng and Wang, Jingdong and Han, Junwei},
     booktitle = {CVPR},
     year = {2024}
   }

6. CVPR

   Frequency Decoupling for Motion Magnification via Multi-Level Isomorphic Architecture

   Fei Wang , Dan Guo , Kun Li , Zhun Zhong , and Meng Wang

   In CVPR , 2024

   Bib PDF Code

   @inproceedings{wangfei2024frequency,
     title = {Frequency Decoupling for Motion Magnification via Multi-Level Isomorphic Architecture},
     author = {Wang, Fei and Guo, Dan and Li, Kun and Zhong, Zhun and Wang, Meng},
     booktitle = {CVPR},
     year = {2024}
   }

7. CVPR

   Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation

   Dong Zhao , Shuang Wang† , Qi Zang , Licheng Jiao , Nicu Sebe , and Zhun Zhong†

   In CVPR , 2024

   Bib

   @inproceedings{zhao2024stable,
     title = {Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation},
     author = {Zhao, Dong and Wang†, Shuang and Zang, Qi and Jiao, Licheng and Sebe, Nicu and Zhong†, Zhun},
     booktitle = {CVPR},
     year = {2024}
   }

8. CVPR

   Federated generalized category discovery

   Nan Pu , Wenjing Li† , Xinyuan Ji , Yalan Qin , Nicu Sebe , and Zhun Zhong†

   In CVPR , 2024

   Bib PDF

   @inproceedings{pu2024federated,
     title = {Federated generalized category discovery},
     author = {Pu, Nan and Li†, Wenjing and Ji, Xinyuan and Qin, Yalan and Sebe, Nicu and Zhong†, Zhun},
     booktitle = {CVPR},
     year = {2024}
   }

9. CVPR

   Active Generalized Category Discovery

   Shijie Ma , Fei Zhu , Zhun Zhong, Xu-Yao Zhang , and Cheng-Lin Liu

   In CVPR , 2024

   Bib PDF Code

   @inproceedings{ma2024active,
     title = {Active Generalized Category Discovery},
     author = {Ma, Shijie and Zhu, Fei and Zhong, Zhun and Zhang, Xu-Yao and Liu, Cheng-Lin},
     booktitle = {CVPR},
     year = {2024}
   }

10. AAAI

    Diversity-Authenticity Co-constrained Stylization for Federated Domain Generalization in Person Re-identification

    Fengxiang Yang , Zhun Zhong, Zhiming Luo , Yifan He , Shaozi Li , and Nicu Sebe

    In AAAI , 2024

    Bib PDF

    @inproceedings{yang2024diversity,
      title = {Diversity-Authenticity Co-constrained Stylization for Federated Domain Generalization in Person Re-identification},
      author = {Yang, Fengxiang and Zhong, Zhun and Luo, Zhiming and He, Yifan and Li, Shaozi and Sebe, Nicu},
      booktitle = {AAAI},
      volume = {38},
      number = {6},
      pages = {6477--6485},
      year = {2024}
    }

11. AAAI

    Progressive Feature Self-Reinforcement for Weakly Supervised Semantic Segmentation

    Jingxuan He ,  Lechao Cheng† , Chaowei Fang , Zunlei Feng , Tingting Mu , and Mingli Song

    In AAAI , 2024

    Bib PDF Code

    @inproceedings{he2024aaai,
      title = {Progressive Feature Self-Reinforcement for Weakly Supervised Semantic Segmentation},
      author = {He, Jingxuan and Cheng†, Lechao and Fang, Chaowei and Feng, Zunlei and Mu, Tingting and Song, Mingli},
      booktitle = {AAAI},
      year = {2024}
    }

12. AAAI

    Open-Vocabulary Video Relation Extraction

    Wentao Tian , Zheng Wang , Yuqian Fu , Jingjing Chen , and  Lechao Cheng

    In AAAI , 2024

    Bib PDF Code

    @inproceedings{tian2024aaai,
      title = {Open-Vocabulary Video Relation Extraction},
      author = {Tian, Wentao and Wang, Zheng and Fu, Yuqian and Chen, Jingjing and Cheng, Lechao},
      booktitle = {AAAI},
      year = {2024}
    }

13. AAAI

    Instance-aware multi-camera 3d object detection with structural priors mining and self-boosting learning

    Yang Jiao , Zequn Jie , Shaoxiang Chen ,  Lechao Cheng , Jingjing Chen , Lin Ma , and Yu-Gang Jiang

    In AAAI , 2024

    Bib PDF

    @inproceedings{jiao2024aaai,
      title = {Instance-aware multi-camera 3d object detection with structural priors mining and self-boosting learning},
      author = {Jiao, Yang and Jie, Zequn and Chen, Shaoxiang and Cheng, Lechao and Chen, Jingjing and Ma, Lin and Jiang, Yu-Gang},
      booktitle = {AAAI},
      year = {2024}
    }

14. AAAI

    ViT-Calibrator: Decision Stream Calibration for Vision Transformer

    Lin Chen , Zhijie Jia ,  Lechao Cheng , Yang Gao , Jie Lei , Yijun Bei , and Zunlei Feng

    In AAAI , 2024

    Bib PDF Code

    @inproceedings{chen2024aaai,
      title = {ViT-Calibrator: Decision Stream Calibration for Vision Transformer},
      author = {Chen, Lin and Jia, Zhijie and Cheng, Lechao and Gao, Yang and Lei, Jie and Bei, Yijun and Feng, Zunlei},
      booktitle = {AAAI},
      year = {2024}
    }

15. ICLR

    Democratizing Fine-grained Visual Recognition with Large Language Models

    Mingxuan Liu , Subhankar Roy , Wenjing Li , Zhun Zhong†, Nicu Sebe , and Elisa Ricci

    In ICLR , 2024

    Bib PDF Code

    @inproceedings{liu2024iclr,
      title = {Democratizing Fine-grained Visual Recognition with Large Language Models},
      author = {Liu, Mingxuan and Roy, Subhankar and Li, Wenjing and Zhong†, Zhun and Sebe, Nicu and Ricci, Elisa},
      booktitle = {ICLR},
      year = {2024}
    }

2023

1. IEEE TCSVT

   SCGNet: Shifting and Cascaded Group Network

   Hao Zhang , Shenqi Lai ,  Yaxiong Wang† , Zongyang Da , Yujie Dun , and Xueming Qian

   In sigir , 2023

   Bib PDF Code

   @inproceedings{zhangtcsvt2023,
     title = {SCGNet: Shifting and Cascaded Group Network},
     author = {Zhang, Hao and Lai, Shenqi and Wang†, Yaxiong and Da, Zongyang and Dun, Yujie and Qian, Xueming},
     booktitle = {sigir},
     year = {2023}
   }

2. ACM MM

   Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark

   Shuyu Yang , Yinan Zhou , Zhedong Zheng ,  Yaxiong Wang† , Li Zhu , and Yujiao Wu

   In ACM Multimedia , 2023

   Bib PDF Code

   @inproceedings{yangmm2023,
     title = {Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark},
     author = {Yang, Shuyu and Zhou, Yinan and Zheng, Zhedong and Wang†, Yaxiong and Zhu, Li and Wu, Yujiao},
     booktitle = {ACM Multimedia},
     year = {2023}
   }

3. TNNLS

   Separating Noisy Samples From Tail Classes for Long-Tailed Image Classification With Label Noise

   Chaowei Fang ,  Lechao Cheng† , Yining Mao , Dingwen Zhang , Yixiang Fang , Guanbin Li , Huiyan Qi , and 1 more author

   In TNNLS , 2023

   Bib PDF

   @inproceedings{fang2023tnnls,
     title = {Separating Noisy Samples From Tail Classes for Long-Tailed Image Classification With Label Noise},
     author = {Fang, Chaowei and Cheng†, Lechao and Mao, Yining and Zhang, Dingwen and Fang, Yixiang and Li, Guanbin and Qi, Huiyan and Jiao, Licheng},
     booktitle = {TNNLS},
     year = {2023}
   }

4. AAAI

   Adapting object size variance and class imbalance for semi-supervised object detection

   Yuxiang Nie , Chaowei Fang ,  Lechao Cheng , Liang Lin , and Guanbin Li

   In AAAI , 2023

   Bib PDF

   @inproceedings{nie2023aaai,
     title = {Adapting object size variance and class imbalance for semi-supervised object detection},
     author = {Nie, Yuxiang and Fang, Chaowei and Cheng, Lechao and Lin, Liang and Li, Guanbin},
     booktitle = {AAAI},
     year = {2023}
   }

5. AAAI

   De-biased teacher: Rethinking iou matching for semi-supervised object detection

   Kuo Wang , Jingyu Zhuang , Guanbin Li , Chaowei Fang ,  Lechao Cheng , Liang Lin , and Fan Zhou

   In AAAI , 2023

   Bib PDF Code

   @inproceedings{wang2023aaai,
     title = {De-biased teacher: Rethinking iou matching for semi-supervised object detection},
     author = {Wang, Kuo and Zhuang, Jingyu and Li, Guanbin and Fang, Chaowei and Cheng, Lechao and Lin, Liang and Zhou, Fan},
     booktitle = {AAAI},
     year = {2023}
   }

6. CVPR

   Generalization Matters: Loss Minima Flattening via Parameter Hybridization for Efficient Online Knowledge Distillation

   Tianli Zhang , Mengqi Xue , Jiangtao Zhang , Haofei Zhang , Yu Wang ,  Lechao Cheng , Jie Song , and 1 more author

   In CVPR , 2023

   Bib PDF Code

   @inproceedings{zhang2023cvpr,
     title = {Generalization Matters: Loss Minima Flattening via Parameter Hybridization for Efficient Online Knowledge Distillation},
     author = {Zhang, Tianli and Xue, Mengqi and Zhang, Jiangtao and Zhang, Haofei and Wang, Yu and Cheng, Lechao and Song, Jie and Song, Mingli},
     booktitle = {CVPR},
     year = {2023}
   }

7. CVPR

   Boosting Low-Data Instance Segmentation by Unsupervised Pre-training with Saliency Prompt

   Hao Li , Dingwen Zhang , Nian Liu ,  Lechao Cheng , Yalun Dai , Chao Zhang , Xinggang Wang , and 1 more author

   In CVPR , 2023

   Bib PDF Code

   @inproceedings{li2023cvpr,
     title = {Boosting Low-Data Instance Segmentation by Unsupervised Pre-training with Saliency Prompt},
     author = {Li, Hao and Zhang, Dingwen and Liu, Nian and Cheng, Lechao and Dai, Yalun and Zhang, Chao and Wang, Xinggang and Han, Junwei},
     booktitle = {CVPR},
     year = {2023}
   }

8. TMI

   Reliable mutual distillation for medical image segmentation under imperfect annotations

   Chaowei Fang , Qian Wang ,  Lechao Cheng , Zhifan Gao , Chengwei Pan , Zhen Cao , Zhaohui Zheng , and 1 more author

   In TMI , 2023

   Bib PDF

   @inproceedings{fang2023tmi,
     title = {Reliable mutual distillation for medical image segmentation under imperfect annotations},
     author = {Fang, Chaowei and Wang, Qian and Cheng, Lechao and Gao, Zhifan and Pan, Chengwei and Cao, Zhen and Zheng, Zhaohui and Zhang, Dingwen},
     booktitle = {TMI},
     year = {2023}
   }

9. NeurIPS

   Discover and Align Taxonomic Context Priors for Open-world Semi-Supervised Learning

   Yu Wang , Zhun Zhong, Pengchong Qiao , Xuxin Cheng , Xiawu Zheng , Chang Liu , Nicu Sebe , and 2 more authors

   In NeurIPS , 2023

   Bib PDF Code

   @inproceedings{wang2023nips,
     title = {Discover and Align Taxonomic Context Priors for Open-world Semi-Supervised Learning},
     author = {Wang, Yu and Zhong, Zhun and Qiao, Pengchong and Cheng, Xuxin and Zheng, Xiawu and Liu, Chang and Sebe, Nicu and Ji, Rongrong and Chen, Jie},
     booktitle = {NeurIPS},
     year = {2023}
   }

10. IJCV

    Style-Hallucinated Dual Consistency Learning: A Unified Framework for Visual Domain Generalization

    Yuyang Zhao , Zhun Zhong, Na Zhao , Nicu Sebe , and Gim Hee Lee

    International Journal of Computer Vision, 2023

    Bib PDF Code

    @article{zhao2024ijcv,
      title = {Style-Hallucinated Dual Consistency Learning: A Unified Framework for Visual Domain Generalization},
      author = {Zhao, Yuyang and Zhong, Zhun and Zhao, Na and Sebe, Nicu and Lee, Gim Hee},
      journal = {International Journal of Computer Vision},
      year = {2023},
    }

11. TPAMI

    A Memorizing and Generalizing Framework for Lifelong Person Re-Identification

    Nan Pu , Zhun Zhong†, Nicu Sebe , and Michael Lew

    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023

    Bib PDF Code

    @article{nan2023lifelongreid,
      title = {A Memorizing and Generalizing Framework for Lifelong Person Re-Identification},
      author = {Pu, Nan and Zhong†, Zhun and Sebe, Nicu and Lew, Michael},
      journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
      year = {2023},
      publisher = {IEEE}
    }

12. AAAI

    Multi-View Domain Adaptive Object Detection on Camera Networks

    Yan Lu , Zhun Zhong, and Yuanchao Shu

    In AAAI , 2023

    Bib PDF

    @inproceedings{lu2023multi,
      title = {Multi-View Domain Adaptive Object Detection on Camera Networks},
      author = {Lu, Yan and Zhong, Zhun and Shu, Yuanchao},
      booktitle = {AAAI},
      year = {2023}
    }

13. AAAI

    Cross-Modality Earth Mover’s Distance for Visible Thermal Person Re-Identification

    Yongguo Ling , Zhun Zhong, Donglin Cao , Zhiming Luo , Yaojin Lin , Shaozi Li , and Nicu Sebe

    In AAAI , 2023

    Bib PDF

    @inproceedings{ling2022cross,
      title = {Cross-Modality Earth Mover's Distance for Visible Thermal Person Re-Identification},
      author = {Ling, Yongguo and Zhong, Zhun and Cao, Donglin and Luo, Zhiming and Lin, Yaojin and Li, Shaozi and Sebe, Nicu},
      booktitle = {AAAI},
      year = {2023}
    }

14. AAAI

    Exploring Non-Target Knowledge for Improving Ensemble Universal Adversarial Attacks

    Juanjuan Weng , Zhiming Luo , Zhun Zhong, Dazhen Lin , and Shaozi Li

    In AAAI , 2023

    Bib

    @inproceedings{weng2023,
      title = {Exploring Non-Target Knowledge for Improving Ensemble Universal Adversarial Attacks},
      author = {Weng, Juanjuan and Luo, Zhiming and Zhong, Zhun and Lin, Dazhen and Li, Shaozi},
      booktitle = {AAAI},
      year = {2023}
    }

15. CVPR

    Sparsely Annotated Semantic Segmentation With Adaptive Gaussian Mixtures

    Linshan Wu , Zhun Zhong, Leyuan Fang , Xingxin He , Qiang Liu , Jiayi Ma , and Hao Chen

    In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2023

    Bib PDF Code

    @inproceedings{wu2023sparsely,
      title = {Sparsely Annotated Semantic Segmentation With Adaptive Gaussian Mixtures},
      author = {Wu, Linshan and Zhong, Zhun and Fang, Leyuan and He, Xingxin and Liu, Qiang and Ma, Jiayi and Chen, Hao},
      booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
      year = {2023}
    }

16. CVPR

    Dynamically Instance-Guided Adaptation: A Backward-Free Approach for Test-Time Domain Adaptive Semantic Segmentation

    Wei Wang , Zhun Zhong , Weijie Wang , Xi Chen , Charles Ling , Boyu Wang , and Nicu Sebe

    In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2023

    Bib PDF Code

    @inproceedings{wang2023dynamically,
      title = {Dynamically Instance-Guided Adaptation: A Backward-Free Approach for Test-Time Domain Adaptive Semantic Segmentation},
      author = {Wang, Wei and Zhong, Zhun and Wang, Weijie and Chen, Xi and Ling, Charles and Wang, Boyu and Sebe, Nicu},
      booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
      year = {2023}
    }

17. CVPR

    Dynamic Conceptional Contrastive Learning for Generalized Category Discovery

    Nan Pu , Zhun Zhong†, and Nicu Sebe

    In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2023

    Bib PDF Code

    @inproceedings{pu2023dynamic,
      title = {Dynamic Conceptional Contrastive Learning for Generalized Category Discovery},
      author = {Pu, Nan and Zhong†, Zhun and Sebe, Nicu},
      booktitle = {Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
      year = {2023}
    }

18. TITS

    100-Driver: A Large-Scale, Diverse Dataset for Distracted Driver Classification

    Jing Wang , Wenjing Li , Fang Li , Jun Zhang , Zhongcheng Wu , Zhun Zhong, and Nicu Sebe

    IEEE Transactions on Intelligent Transportation Systems, 2023

    Bib PDF Code

    @article{wang2023100,
      title = {100-Driver: A Large-Scale, Diverse Dataset for Distracted Driver Classification},
      author = {Wang, Jing and Li, Wenjing and Li, Fang and Zhang, Jun and Wu, Zhongcheng and Zhong, Zhun and Sebe, Nicu},
      journal = {IEEE Transactions on Intelligent Transportation Systems},
      year = {2023},
      publisher = {IEEE}
    }

19. AIJ

    Mitigating robust overfitting via self-residual-calibration regularization

    Hong Liu , Zhun Zhong†, Nicu Sebe , and Shin’ichi Satoh

    Artificial Intelligence, 2023

    Bib PDF

    @article{liu2023mitigating,
      title = {Mitigating robust overfitting via self-residual-calibration regularization},
      author = {Liu, Hong and Zhong†, Zhun and Sebe, Nicu and Satoh, Shin'ichi},
      journal = {Artificial Intelligence},
      pages = {103877},
      year = {2023},
      publisher = {Elsevier}
    }

20. TPAMI

    Querying Labeled for Unlabeled: Cross-Image Semantic Consistency Guided Semi-Supervised Semantic Segmentation

    Linshan Wu , Leyuan Fang , Xingxin He , Min He , Jiayi Ma , and Zhun Zhong

    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023

    Bib PDF Code

    @article{wu2023querying,
      title = {Querying Labeled for Unlabeled: Cross-Image Semantic Consistency Guided Semi-Supervised Semantic Segmentation},
      author = {Wu, Linshan and Fang, Leyuan and He, Xingxin and He, Min and Ma, Jiayi and Zhong, Zhun},
      journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
      year = {2023},
      publisher = {IEEE}
    }

2022

1. NeurIPS

   Learning a Condensed Frame for Memory-Efficient Video Class-Incremental Learning

   Yixuan Pei , Zhiwu Qing , Jun Cen , Xiang Wang , Siwei Zhang ,  Yaxiong Wang , Mingqian Tang , and 2 more authors

   In NeurIPS , 2022

   Bib PDF

   @inproceedings{pei2022nips,
     title = {Learning a Condensed Frame for Memory-Efficient Video Class-Incremental Learning},
     author = {Pei, Yixuan and Qing, Zhiwu and Cen, Jun and Wang, Xiang and Zhang, Siwei and Wang, Yaxiong and Tang, Mingqian and Sang, Nong and Qian, Xueming},
     booktitle = {NeurIPS},
     year = {2022}
   }

2. ACM MM

   Compound batch normalization for long-tailed image classification

   Lechao Cheng , Chaowei Fang , Dingwen Zhang , Guanbin Li , and Gang Huang

   In ACM MM , 2022

   Bib PDF

   @inproceedings{cheng2022mm,
     title = {Compound batch normalization for long-tailed image classification},
     author = {Cheng, Lechao and Fang, Chaowei and Zhang, Dingwen and Li, Guanbin and Huang, Gang},
     booktitle = {ACM MM},
     year = {2022}
   }

3. ACM MM

   Long-term leap attention, short-term periodic shift for video classification

   In ACM MM , 2022

   Bib PDF

   @inproceedings{zhang2022mm,
     title = {Long-term leap attention, short-term periodic shift for video classification},
     author = {},
     booktitle = {ACM MM},
     year = {2022}
   }

4. NeurIPS

   Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation

   Zhun Zhong*†, Yuyang Zhao* , Gim Hee Lee , and Nicu Sebe

   In NeurIPS , 2022

   Bib PDF

   @inproceedings{zhong2022advstyle,
     title = {Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation},
     author = {Zhong*†, Zhun and Zhao*, Yuyang and Lee, Gim Hee and Sebe, Nicu},
     booktitle = {NeurIPS},
     year = {2022}
   }

5. ECCV

   Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation

   Yuyang Zhao , Zhun Zhong, Na Zhao , Nicu Sebe , and Gim Hee Lee

   In ECCV , 2022

   Bib PDF Code

   @inproceedings{zhao2022shdc,
     title = {Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation},
     author = {Zhao, Yuyang and Zhong, Zhun and Zhao, Na and Sebe, Nicu and Lee, Gim Hee},
     booktitle = {ECCV},
     year = {2022}
   }

6. ECCV

   3D-Aware Semantic-Guided Generative Model for Human Synthesis

   Jichao Zhang , Enver Sangineto , Hao Tang , Aliaksandr Siarohin , Zhun Zhong, Nicu Sebe , and Wei Wang

   In ECCV , 2022

   Bib PDF Code

   @inproceedings{zhang20213d,
     title = {3D-Aware Semantic-Guided Generative Model for Human Synthesis},
     author = {Zhang, Jichao and Sangineto, Enver and Tang, Hao and Siarohin, Aliaksandr and Zhong, Zhun and Sebe, Nicu and Wang, Wei},
     booktitle = {ECCV},
     year = {2022}
   }

7. TCSVT

   Source-Free Open Compound Domain Adaptation in Semantic Segmentation

   Yuyang Zhao* , Zhun Zhong*†, Zhiming Luo , Gim Hee Lee , and Nicu Sebe

   IEEE Transactions on Circuits and Systems for Video Technology, 2022

   Bib PDF

   @article{zhao2021source,
     title = {Source-Free Open Compound Domain Adaptation in Semantic Segmentation},
     author = {Zhao*, Yuyang and Zhong*†, Zhun and Luo, Zhiming and Lee, Gim Hee and Sebe, Nicu},
     journal = {IEEE Transactions on Circuits and Systems for Video Technology},
     year = {2022}
   }

8. TIP

   Joint Representation Learning and Keypoint Detection for Cross-view Geo-localization

   Jinliang Lin , Zhedong Zheng , Zhun Zhong, Zhiming Luo , Shaozi Li , Yi Yang , and Nicu Sebe

   IEEE Transactions on Image Processing (TIP), 2022

   Bib PDF Code

   @article{lin2022,
     title = {Joint Representation Learning and Keypoint Detection for Cross-view Geo-localization},
     author = {Lin, Jinliang and Zheng, Zhedong and Zhong, Zhun and Luo, Zhiming and Li, Shaozi and Yang, Yi and Sebe, Nicu},
     journal = {IEEE Transactions on Image Processing (TIP)},
     year = {2022}
   }

9. CVPR

   Novel Class Discovery in Semantic Segmentation

   Yuyang Zhao , Zhun Zhong, Nicu Sebe , and Gim Hee Lee

   In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2022

   Bib PDF Code

   @inproceedings{zhao2022ncdss,
     title = {Novel Class Discovery in Semantic Segmentation},
     author = {Zhao, Yuyang and Zhong, Zhun and Sebe, Nicu and Lee, Gim Hee},
     booktitle = {Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
     year = {2022}
   }

10. ECCV

    Class-incremental Novel Class Discovery

    Subhankar Roy , Mingxuan Liu , Zhun Zhong, Nicu Sebe , and Elisa Ricci

    In ECCV , 2022

    Bib

    @inproceedings{incd2022,
      title = {Class-incremental Novel Class Discovery},
      author = {Roy, Subhankar and Liu, Mingxuan and Zhong, Zhun and Sebe, Nicu and Ricci, Elisa},
      booktitle = {ECCV},
      year = {2022}
    }

11. TPAMI

    Towards Robust Person Re-Identification by Defending Against Universal Attackers

    Fengxiang Yang , Juanjuan Weng , Zhun Zhong, Hong Liu , Zheng Wang , Zhiming Luo , Donglin Cao , and 3 more authors

    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022

    Bib PDF Code

    @article{metaAD,
      author = {Yang, Fengxiang and Weng, Juanjuan and Zhong, Zhun and Liu, Hong and Wang, Zheng and Luo, Zhiming and Cao, Donglin and Li, Shaozi and Satoh, Shin'ichi and Sebe, Nicu},
      journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
      title = {Towards Robust Person Re-Identification by Defending Against Universal Attackers},
      year = {2022},
      pages = {1-17},
      doi = {10.1109/TPAMI.2022.3199013}
    }

2021

1. TIP

   Sketch-Guided Scenery Image Outpainting

   Yaxiong Wang , Yunchao Wei , Xueming Qian , Li Zhu , and Yi Yang

   In IEEE TIP , 2021

   Bib PDF

   @inproceedings{wang2021tip,
     title = {Sketch-Guided Scenery Image Outpainting},
     author = {Wang, Yaxiong and Wei, Yunchao and Qian, Xueming and Zhu, Li and Yang, Yi},
     booktitle = {IEEE TIP},
     year = {2021}
   }

2. TMM

   PFAN++: Bi-Directional Image-Text Retrieval With Position Focused Attention Network

   Yaxiong Wang , Hao Yang , Xiuxiu Bai , Xueming Qian , Lin Ma , Jing Lu , Biao Li , and 1 more author

   In IEEE TMM , 2021

   Bib PDF Code

   @inproceedings{wang2021tmm,
     title = {PFAN++: Bi-Directional Image-Text Retrieval With Position Focused Attention Network},
     author = {Wang, Yaxiong and Yang, Hao and Bai, Xiuxiu and Qian, Xueming and Ma, Lin and Lu, Jing and Li, Biao and Fan, Xin},
     booktitle = {IEEE TMM},
     year = {2021}
   }

3. ICCV

   AINet: Association Implantation for Superpixel Segmentation

   Yaxiong Wang , Yunchao Wei , Xueming Qian , Li Zhu , and Yi Yang

   In ICCV , 2021

   Bib PDF Code

   @inproceedings{wang2021iccv,
     title = {AINet: Association Implantation for Superpixel Segmentation},
     author = {Wang, Yaxiong and Wei, Yunchao and Qian, Xueming and Zhu, Li and Yang, Yi},
     booktitle = {ICCV},
     year = {2021}
   }

4. IJCAI

   Boundary Knowledge Translation based Reference Semantic Segmentation

   Lechao Cheng* , Zunlei Feng* , Xinchao Wang , Yajie Liu , Jie Lei , and Mingli Song

   In IJCAI , 2021

   Bib PDF

   @inproceedings{cheng2021ijcai,
     title = {Boundary Knowledge Translation based Reference Semantic Segmentation},
     author = {Cheng*, Lechao and Feng*, Zunlei and Wang, Xinchao and Liu, Yajie and Lei, Jie and Song, Mingli},
     booktitle = {IJCAI},
     year = {2021}
   }

5. AAAI

   Visual Boundary Knowledge Translation for Foreground Segmentation

   Zunlei Feng* ,  Lechao Cheng* , Xinchao Wang , Xiang Wang , Yajie Liu , Xiangtong Du , and Mingli Song

   In AAAI , 2021

   Bib PDF

   @inproceedings{feng2021aaai,
     title = {Visual Boundary Knowledge Translation for Foreground Segmentation},
     author = {Feng*, Zunlei and Cheng*, Lechao and Wang, Xinchao and Wang, Xiang and Liu, Yajie and Du, Xiangtong and Song, Mingli},
     booktitle = {AAAI},
     year = {2021}
   }

6. ICCV

   A Unified Objective for Novel Class Discovery

   Enrico Fini , Enver Sangineto , Stéphane Lathuilière , Zhun Zhong†, Moin Nabi , and Elisa Ricci

   In Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), Oral , 2021

   Bib PDF Code

   @inproceedings{Fini_2021_ICCV,
     author = {Fini, Enrico and Sangineto, Enver and Lathuilière, Stéphane and Zhong†, Zhun and Nabi, Moin and Ricci, Elisa},
     title = {A Unified Objective for Novel Class Discovery},
     booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), Oral},
     year = {2021}
   }

7. CVPR

   Neighborhood Contrastive Learning for Novel Class Discovery

   Zhun Zhong*, Enrico Fini* , Subhankar Roy , Zhiming Luo , Elisa Ricci , and Nicu Sebe

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2021

   Bib PDF Code

   @inproceedings{Zhong_2021_CVPR,
     author = {Zhong*, Zhun and Fini*, Enrico and Roy, Subhankar and Luo, Zhiming and Ricci, Elisa and Sebe, Nicu},
     title = {Neighborhood Contrastive Learning for Novel Class Discovery},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     year = {2021},
     pages = {10867-10875}
   }

8. CVPR

   OpenMix: Reviving Known Knowledge for Discovering Novel Visual Categories in An Open World

   Zhun Zhong, Linchao Zhu , Zhiming Luo , Shaozi Li , Yi Yang , and Nicu Sebe

   In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2021

   Bib PDF

   @inproceedings{zhong2021openmix,
     title = {OpenMix: Reviving Known Knowledge for Discovering Novel Visual Categories in An Open World},
     author = {Zhong, Zhun and Zhu, Linchao and Luo, Zhiming and Li, Shaozi and Yang, Yi and Sebe, Nicu},
     booktitle = {Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
     year = {2021}
   }

9. CVPR

   Joint Noise-Tolerant Learning and Meta Camera Shift Adaptation for Unsupervised Person Re-Identification

   Fengxiang Yang* , Zhun Zhong*, Zhiming Luo , Cai Yuanzheng , Shaozi Li , and Nicu Sebe

   In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2021

   Bib PDF Code

   @inproceedings{Yang2021MetaCam,
     title = {Joint Noise-Tolerant Learning and Meta Camera Shift Adaptation for Unsupervised Person Re-Identification},
     author = {Yang*, Fengxiang and Zhong*, Zhun and Luo, Zhiming and Yuanzheng, Cai and Li, Shaozi and Sebe, Nicu},
     booktitle = {Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
     year = {2021}
   }

10. CVPR

    Learning to Generalize Unseen Domains via Memory-based Multi-Source Meta-Learning for Person Re-Identification

    Yuyang Zhao* , Zhun Zhong*, Fengxiang Yang , Zhiming Luo , Shaozi Li , and Nicu Sebe

    In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2021

    Bib PDF Code

    @inproceedings{Zhao2021M3L,
      title = {Learning to Generalize Unseen Domains via Memory-based Multi-Source Meta-Learning for Person Re-Identification},
      author = {Zhao*, Yuyang and Zhong*, Zhun and Yang, Fengxiang and Luo, Zhiming and Li, Shaozi and Sebe, Nicu},
      booktitle = {Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
      year = {2021}
    }

11. CVPR

    Curriculum Graph Co-Teaching for Multi-Target Domain Adaptation

    Subhankar Roy , Evgeny Krivosheev , Zhun Zhong†, Elisa Ricci , and Nicu Sebe

    In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2021

    Bib PDF Code

    @inproceedings{Roy2021CGCT,
      title = {Curriculum Graph Co-Teaching for Multi-Target Domain Adaptation},
      author = {Roy, Subhankar and Krivosheev, Evgeny and Zhong†, Zhun and Ricci, Elisa and Sebe, Nicu},
      booktitle = {Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
      year = {2021}
    }

12. AAAI

    Learning to Attack Real-World Models for Person Re-identification via Virtual-Guided MetaLearning

    Fengxiang Yang , Zhun Zhong, Hong Liu , Zheng Wang , Zhiming Luo , Shaozi Li , Nicu Sebe , and 1 more author

    In AAAI , 2021

    Bib PDF Code

    @inproceedings{Yang2021MetaAttack,
      title = {Learning to Attack Real-World Models for Person Re-identification via Virtual-Guided MetaLearning},
      author = {Yang, Fengxiang and Zhong, Zhun and Liu, Hong and Wang, Zheng and Luo, Zhiming and Li, Shaozi and Sebe, Nicu and Satoh, Shin’ichi},
      booktitle = {AAAI},
      year = {2021}
    }

13. TPAMI

    Learning to Adapt Invariance in Memory for Person Re-identification

    Zhun Zhong, Liang Zheng , Zhiming Luo , Shaozi Li , and Yi Yang

    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021

    Bib PDF Code

    @article{zhong2020memory,
      title = {Learning to Adapt Invariance in Memory for Person Re-identification},
      author = {Zhong, Zhun and Zheng, Liang and Luo, Zhiming and Li, Shaozi and Yang, Yi},
      journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
      year = {2021},
      volume = {43},
      number = {8},
      pages = {2723-2738},
      doi = {10.1109/TPAMI.2020.2976933},
      issn = {1939-3539}
    }

2020

1. AAAI

   Random Erasing Data Augmentation

   Zhun Zhong, Liang Zheng , Guoliang Kang , Shaozi Li , and Yi Yang

   In AAAI , 2020

   PaperDigest Most Influential AAAI Papers (1st-Place)

   Bib PDF TorchVision CIFAR ImageNet ReID

   @inproceedings{zhong2020erasing,
     title = {Random Erasing Data Augmentation},
     author = {Zhong, Zhun and Zheng, Liang and Kang, Guoliang and Li, Shaozi and Yang, Yi},
     booktitle = {AAAI},
     year = {2020},
   }

   PaperDigest Most Influential AAAI Papers (1st-Place)!

   Citation 2000+!

2019

1. IJCAI

   Position Focused Attention Network for Image-Text Matching

   Yaxiong Wang , Hao Yang , Xueming Qian , Lin Ma , Jing Lu , Biao Li , and Xin Fan

   In IJCAI , 2019

   Bib PDF Code

   @inproceedings{wang2019ijcai,
     title = {Position Focused Attention Network for Image-Text Matching},
     author = {Wang, Yaxiong and Yang, Hao and Qian, Xueming and Ma, Lin and Lu, Jing and Li, Biao and Fan, Xin},
     booktitle = {IJCAI},
     year = {2019}
   }

2. TIP

   Joint Hypergraph Learning for Tag-Based Image Retrieval

   Yaxiong Wang , Li Zhu , Xueming Qian , and Junwei Han

   In IEEE TIP , 2019

   Bib PDF Code

   @inproceedings{wang2018tip,
     title = {Joint Hypergraph Learning for Tag-Based Image Retrieval},
     author = {Wang, Yaxiong and Zhu, Li and Qian, Xueming and Han, Junwei},
     booktitle = {IEEE TIP},
     year = {2019}
   }

3. CVPR

   Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification

   Zhun Zhong, Liang Zheng , Zhiming Luo , Shaozi Li , and Yi Yang

   In Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR) , 2019

   Bib PDF Code

   @inproceedings{zhong2019invariance,
     title = {Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification},
     author = {Zhong, Zhun and Zheng, Liang and Luo, Zhiming and Li, Shaozi and Yang, Yi},
     booktitle = {Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
     year = {2019}
   }

4. TIP

   CamStyle: A Novel Data Augmentation Method for Person Re-identification

   Zhun Zhong, Liang Zheng , Zhedong Zheng , Shaozi Li , and Yi Yang

   IEEE Transactions on Image Processing, 2019

   Bib PDF Code

   @article{zhong2019camstyle,
     title = {CamStyle: A Novel Data Augmentation Method for Person Re-identification},
     author = {Zhong, Zhun and Zheng, Liang and Zheng, Zhedong and Li, Shaozi and Yang, Yi},
     journal = {IEEE Transactions on Image Processing},
     volume = {28},
     number = {3},
     pages = {1176--1190},
     publisher = {IEEE},
     year = {2019}
   }

2018

1. CVPR

   Intrinsic image transformation via scale space decomposition

   Lechao Cheng , Chengyi Zhang , and Zicheng Liao

   In CVPR , 2018

   Bib PDF

   @inproceedings{cheng2018cvpr,
     title = {Intrinsic image transformation via scale space decomposition},
     author = {Cheng, Lechao and Zhang, Chengyi and Liao, Zicheng},
     booktitle = {CVPR},
     year = {2018}
   }

2. ECCV

   Generalizing A Person Retrieval Model Hetero-and Homogeneously

   Zhun Zhong, Liang Zheng , Shaozi Li , and Yi Yang

   In Proceedings of the European Conference on Computer Vision (ECCV) , 2018

   Bib PDF Code

   @inproceedings{zhong2018generalizing,
     title = {Generalizing A Person Retrieval Model Hetero-and Homogeneously},
     author = {Zhong, Zhun and Zheng, Liang and Li, Shaozi and Yang, Yi},
     booktitle = {Proceedings of the European Conference on Computer Vision (ECCV)},
     pages = {172--188},
     year = {2018}
   }

3. CVPR

   Camera style adaptation for person re-identification

   Zhun Zhong, Liang Zheng , Zhedong Zheng , Shaozi Li , and Yi Yang

   In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition , 2018

   Bib PDF Code

   @inproceedings{zhong2018camera,
     title = {Camera style adaptation for person re-identification},
     author = {Zhong, Zhun and Zheng, Liang and Zheng, Zhedong and Li, Shaozi and Yang, Yi},
     booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
     pages = {5157--5166},
     year = {2018}
   }

   500+ Citations!

2017

1. CVPR

   Re-ranking person re-identification with k-reciprocal encoding

   Zhun Zhong, Liang Zheng , Donglin Cao , and Shaozi Li

   In Computer Vision and Pattern Recognition (CVPR), 2017 IEEE Conference on , 2017

   Bib PDF Code

   @inproceedings{zhong2017re,
     title = {Re-ranking person re-identification with k-reciprocal encoding},
     author = {Zhong, Zhun and Zheng, Liang and Cao, Donglin and Li, Shaozi},
     booktitle = {Computer Vision and Pattern Recognition (CVPR), 2017 IEEE Conference on},
     pages = {3652--3661},
     year = {2017},
     organization = {IEEE}
   }

   Citation 1000+!