Publication

* Equal Contribution † Corresponding Author

2024

Learning to Distinguish Samples for Generalized Category Discovery

Fengxiang Yang , Nan Pu , Wenjing Li , Zhiming Luo† , Shaozi Li , Nicu Sebe , and Zhun Zhong†

In European Conference on Computer Vision , 2024

@inproceedings{yang2024graphgcd,
  title = {Learning to Distinguish Samples for Generalized Category Discovery},
  author = {Yang, Fengxiang and Pu, Nan and Li, Wenjing and Luo†, Zhiming and Li, Shaozi and Sebe, Nicu and Zhong†, Zhun},
  booktitle = {European Conference on Computer Vision},
  year = {2024}
}

Textual Knowledge Matters: Cross-Modality Co-Teaching for Generalized Visual Class Discovery

Haiyang Zheng , Nan Pu , Wenjing Li† , Nicu Sebe , and Zhun Zhong†

In European Conference on Computer Vision , 2024

@inproceedings{zheng2024textgcd,
  title = {Textual Knowledge Matters: Cross-Modality Co-Teaching for Generalized Visual Class Discovery},
  author = {Zheng, Haiyang and Pu, Nan and Li†, Wenjing and Sebe, Nicu and Zhong†, Zhun},
  booktitle = {European Conference on Computer Vision},
  year = {2024},
}

ReMamber: Referring Image Segmentation with Mamba Twister

Yuhuan Yang , Chaofan Ma , Jiangchao Yao , Zhun Zhong, Ya Zhang , and Yanfeng Wang

In European Conference on Computer Vision , 2024

@inproceedings{yang2024mamber,
  title = {ReMamber: Referring Image Segmentation with Mamba Twister},
  author = {Yang, Yuhuan and Ma, Chaofan and Yao, Jiangchao and Zhong, Zhun and Zhang, Ya and Wang, Yanfeng},
  booktitle = {European Conference on Computer Vision},
  year = {2024}
}

Improving Knowledge Distillation via Regularizing Feature Direction and Norm

Yuzhu Wang , Lechao Cheng† , Manni Duan , Zunlei Feng , Yongheng Wang , and Shu Kong

In European Conference on Computer Vision , 2024

@inproceedings{wang2024improving,
  title = {Improving Knowledge Distillation via Regularizing Feature Direction and Norm},
  author = {Wang, Yuzhu and Cheng†, Lechao and Duan, Manni and Feng, Zunlei and Wang, Yongheng and Kong, Shu},
  booktitle = {European Conference on Computer Vision},
  year = {2024},
}

MarvelOVD: Marrying Object Recognition and Vision-Language Models for Robust Open-Vocabulary Object Detection

Kuo Wang , Lechao Cheng† , Weikai Chen , Pingping Zhang , Liang Lin , Fan Zhou , and Guanbin Li†

In European Conference on Computer Vision , 2024

@inproceedings{wang2024marvelovd,
  title = {MarvelOVD: Marrying Object Recognition and Vision-Language Models for Robust Open-Vocabulary Object Detection},
  author = {Wang, Kuo and Cheng†, Lechao and Chen, Weikai and Zhang, Pingping and Lin, Liang and Zhou, Fan and Li†, Guanbin},
  booktitle = {European Conference on Computer Vision},
  year = {2024}
}

3D-GOI: 3D GAN Omni-Inversion for Multifaceted and Multi-object Editing

Haoran Li , Long Ma , Haolin Shi , Yanbin Hao , Lechao Cheng , Yong Liao , and Pengyuan Zhou†

In European Conference on Computer Vision , 2024

@inproceedings{li20243d-goi,
  title = {3D-GOI: 3D GAN Omni-Inversion for Multifaceted and Multi-object Editing},
  author = {Li, Haoran and Ma, Long and Shi, Haolin and Hao, Yanbin and Cheng, Lechao and Liao, Yong and Zhou†, Pengyuan},
  booktitle = {European Conference on Computer Vision},
  year = {2024}
}

ACM MM

LoopGaussian: Creating 3D Cinemagraph with Multi-view Images via Eulerian Motion Field

Jiyang Li* , Lechao Cheng* , Zhangye Wang , Tingting Mu , and He† Jingxuan

In Proceedings of the 32st ACM International Conference on Multimedia , 2024

@inproceedings{li2024loopgaussian,
  title = {LoopGaussian: Creating 3D Cinemagraph with Multi-view Images via Eulerian Motion Field},
  author = {Li*, Jiyang and Cheng*, Lechao and Wang, Zhangye and Mu, Tingting and Jingxuan, He†},
  booktitle = {Proceedings of the 32st ACM International Conference on Multimedia},
  year = {2024},
}

ACM MM

Generalized Source-free Domain-adaptive Segmentation via Reliable Knowledge Propagation

Qi Zang , Shuang Wang , Dong Zhao , Yang Hu , Dou Quan , Jinlong Li , Nicu Sebe , and 1 more author

In Proceedings of the 32st ACM International Conference on Multimedia , 2024

@inproceedings{zang2024mm,
  title = {Generalized Source-free Domain-adaptive Segmentation via Reliable Knowledge Propagation},
  author = {Zang, Qi and Wang, Shuang and Zhao, Dong and Hu, Yang and Quan, Dou and Li, Jinlong and Sebe, Nicu and Zhong, Zhun},
  booktitle = {Proceedings of the 32st ACM International Conference on Multimedia},
  year = {2024}
}

Revisiting the Power of Prompt for Visual Tuning

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

In ICML, Spotlight (Top 3.5%) , 2024

@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, Spotlight (Top 3.5%)},
  year = {2024},
}

Envisioning Outlier Exposure for Out-of-distribution Detection

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

In ICML , 2024

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

Frequency Decoupling for Motion Magnification via Multi-Level Isomorphic Architecture

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

In CVPR , 2024

@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}
}

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

@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}
}

Federated generalized category discovery

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

In CVPR , 2024

@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}
}

Active Generalized Category Discovery

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

In CVPR , 2024

@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}
}

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

@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}
}

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

@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}
}

Open-Vocabulary Video Relation Extraction

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

In AAAI , 2024

@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}
}

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

@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}
}

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

@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}
}

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

@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

IEEE TCSVT

SCGNet: Shifting and Cascaded Group Network

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

In sigir , 2023

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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},
}

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

@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}
}

Multi-View Domain Adaptive Object Detection on Camera Networks

Yan Lu , Zhun Zhong, and Yuanchao Shu

In AAAI , 2023

@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}
}

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

@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}
}

Exploring Non-Target Knowledge for Improving Ensemble Universal Adversarial Attacks

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

In AAAI , 2023

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

AIJ

Mitigating robust overfitting via self-residual-calibration regularization

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

Artificial Intelligence, 2023

@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}
}

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

@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

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

@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}
}

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

@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}
}

ACM MM

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

In ACM MM , 2022

Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation

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

In NeurIPS , 2022

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

Class-incremental Novel Class Discovery

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

In ECCV , 2022

@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}
}

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

@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

TIP

Sketch-Guided Scenery Image Outpainting

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

In IEEE TIP , 2021

@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}
}

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

@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}
}

AINet: Association Implantation for Superpixel Segmentation

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

In ICCV , 2021

@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}
}

IJCAI

Boundary Knowledge Translation based Reference Semantic Segmentation

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

In IJCAI , 2021

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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}
}

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

@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

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

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

@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}
}

TIP

Joint Hypergraph Learning for Tag-Based Image Retrieval

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

In IEEE TIP , 2019

@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}
}

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

@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}
}

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

@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

Intrinsic image transformation via scale space decomposition

Lechao Cheng , Chengyi Zhang , and Zicheng Liao

In CVPR , 2018

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

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

@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}
}

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

@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

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

@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+!