@article{cao2024conditional,
            title={Conditional Controllable Image Fusion},
            author={Cao, Bing and Xu, Xingxin and Zhu, Pengfei and Wang, Qilong and Hu, Qinghua},
            journal={arXiv preprint arXiv:2411.01573},
            year={2024}
          }

@article{cao2024visible,
  title={Visible and Clear: Finding Tiny Objects in Difference Map},
  author={Cao, Bing and Yao, Haiyu and Zhu, Pengfei and Hu, Qinghua},
  journal={arXiv preprint arXiv:2405.11276},
  year={2024}
}

@article{huang2024m,
  title={M-RRFS: A Memory-Based Robust Region Feature Synthesizer for Zero-Shot Object Detection},
  author={Huang, Peiliang and Zhang, Dingwen and Cheng, De and Han, Longfei and Zhu, Pengfei and Han, Junwei},
  journal={International Journal of Computer Vision},
  pages={1--22},
  year={2024},
  publisher={Springer}
}

@article{jiang2024m2fnet,
  title={M2FNet: Multi-modal fusion network for object detection from visible and thermal infrared images},
  author={Jiang, Chenchen and Ren, Huazhong and Yang, Hong and Huo, Hongtao and Zhu, Pengfei and Yao, Zhaoyuan and Li, Jing and Sun, Min and Yang, Shihao},
  journal={International Journal of Applied Earth Observation and Geoinformation},
  volume={130},
  pages={103918},
  year={2024},
  publisher={Elsevier}
}

@inproceedings{yaosocialized,
  title={Socialized Learning: Making Each Other Better Through Multi-Agent Collaboration},
  author={Yao, Xinjie and Wang, Yu and Zhu, Pengfei and Lin, Wanyu and Li, Jialu and Li, Weihao and Hu, Qinghua},
  booktitle={Forty-first International Conference on Machine Learning}
}

@article{jiang2024m2fnet,
  title={M2FNet: Multi-modal fusion network for object detection from visible and thermal infrared images},
  author={Jiang, Chenchen and Ren, Huazhong and Yang, Hong and Huo, Hongtao and Zhu, Pengfei and Yao, Zhaoyuan and Li, Jing and Sun, Min and Yang, Shihao},
  journal={International Journal of Applied Earth Observation and Geoinformation},
  volume={130},
  pages={103918},
  year={2024},
  publisher={Elsevier}
}

@article{wang2024integrated,
  title={Integrated Heterogeneous Graph Attention Network for Incomplete Multi-modal Clustering},
  author={Wang, Yu and Yao, Xinjie and Zhu, Pengfei and Li, Weihao and Cao, Meng and Hu, Qinghua},
  journal={International Journal of Computer Vision},
  pages={1--20},
  year={2024},
  publisher={Springer}
}

@inproceedings{zhu2024task,
  title={Task-customized mixture of adapters for general image fusion},
  author={Zhu, Pengfei and Sun, Yang and Cao, Bing and Hu, Qinghua},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={7099--7108},
  year={2024}
}

@article{zhu2024multiview,
  title={Multiview Deep Subspace Clustering Networks},
  author={Zhu, Pengfei and Yao, Xinjie and Wang, Yu and Hui, Binyuan and Du, Dawei and Hu, Qinghua},
  journal={IEEE Transactions on Cybernetics},
  year={2024},
  publisher={IEEE}
}

@inproceedings{cao2024bi,
  title={Bi-directional adapter for multimodal tracking},
  author={Cao, Bing and Guo, Junliang and Zhu, Pengfei and Hu, Qinghua},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={38},
  number={2},
  pages={927--935},
  year={2024}
}

@inproceedings{zhu2024every,
  title={Every Node is Different: Dynamically Fusing Self-Supervised Tasks for Attributed Graph Clustering},
  author={Zhu, Pengfei and Wang, Qian and Wang, Yu and Li, Jialu and Hu, Qinghua},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={38},
  number={15},
  pages={17184--17192},
  year={2024}
}

@inproceedings{wang2024exploring,
  title={Exploring diverse representations for open set recognition},
  author={Wang, Yu and Mu, Junxian and Zhu, Pengfei and Hu, Qinghua},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={38},
  number={6},
  pages={5731--5739},
  year={2024}
}

@inproceedings{fan2024dynamic,
  title={Dynamic Sub-graph Distillation for Robust Semi-supervised Continual Learning},
  author={Fan, Yan and Wang, Yu and Zhu, Pengfei and Hu, Qinghua},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={38},
  number={11},
  pages={11927--11935},
  year={2024}
}

@article{zhu2024boosting,
  title={Boosting Pseudo-Labeling With Curriculum Self-Reflection for Attributed Graph Clustering},
  author={Zhu, Pengfei and Li, Jialu and Wang, Yu and Xiao, Bin and Zhang, Jinglin and Lin, Wanyu and Hu, Qinghua},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  year={2024},
  publisher={IEEE}
}

@article{zhu2024ccp,
  title={CCP-GNN: Competitive Covariance Pooling for Improving Graph Neural Networks},
  author={Zhu, Pengfei and Li, Jialu and Dong, Zhe and Hu, Qinghua and Wang, Xiao and Wang, Qilong},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  year={2024},
  publisher={IEEE}
}

@article{wang2023towards,
  title={Towards a Deeper Understanding of Global Covariance Pooling in Deep Learning: An Optimization Perspective},
  author={Wang, Qilong and Zhang, Zhaolin and Gao, Mingze and Xie, Jiangtao and Zhu, Pengfei and Li, Peihua and Zuo, Wangmeng and Hu, Qinghua},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2023},
  publisher={IEEE}
}

@inproceedings{cao2023multi,
  title={Multi-modal gated mixture of local-to-global experts for dynamic image fusion},
  author={Cao, Bing and Sun, Yiming and Zhu, Pengfei and Hu, Qinghua},
  booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
  pages={23555--23564},
  year={2023}
}

@inproceedings{gao2023tuning,
  title={Tuning pre-trained model via moment probing},
  author={Gao, Mingze and Wang, Qilong and Lin, Zhenyi and Zhu, Pengfei and Hu, Qinghua and Zhou, Jingbo},
  booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
  pages={11803--11813},
  year={2023}
}

@article{chen2023cross,
  title={Cross-drone transformer network for robust single object tracking},
  author={Chen, Guanlin and Zhu, Pengfei and Cao, Bing and Wang, Xing and Hu, Qinghua},
  journal={IEEE Transactions on Circuits and Systems for Video Technology},
  volume={33},
  number={9},
  pages={4552--4563},
  year={2023},
  publisher={IEEE}
}

@article{cao2023autoencoder,
  title={Autoencoder-Based Collaborative Attention GAN for Multi-Modal Image Synthesis},
  author={Cao, Bing and Cao, Haifang and Liu, Jiaxu and Zhu, Pengfei and Zhang, Changqing and Hu, Qinghua},
  journal={IEEE Transactions on Multimedia},
  volume={26},
  pages={995--1010},
  year={2023},
  publisher={IEEE}
}

@article{jiang2023openmix+,
  title={Openmix+: Revisiting data augmentation for open set recognition},
  author={Jiang, Guosong and Zhu, Pengfei and Wang, Yu and Hu, Qinghua},
  journal={IEEE Transactions on Circuits and Systems for Video Technology},
  volume={33},
  number={11},
  pages={6777--6787},
  year={2023},
  publisher={IEEE}
}

@article{zhu2023multi,
  title={Multi-task credible pseudo-label learning for semi-supervised crowd counting},
  author={Zhu, Pengfei and Li, Jingqing and Cao, Bing and Hu, Qinghua},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  year={2023},
  publisher={IEEE}
}

@article{liu2023robust,
  title={Robust multi-drone multi-target tracking to resolve target occlusion: A benchmark},
  author={Liu, Zhihao and Shang, Yuanyuan and Li, Timing and Chen, Guanlin and Wang, Yu and Hu, Qinghua and Zhu, Pengfei},
  journal={IEEE Transactions on Multimedia},
  volume={25},
  pages={1462--1476},
  year={2023},
  publisher={IEEE}
}

@article{cao2023multi,
  title={Multi-view knowledge ensemble with frequency consistency for cross-domain face translation},
  author={Cao, Bing and Wang, Qinghe and Zhu, Pengfei and Hu, Qinghua and Ren, Dongwei and Zuo, Wangmeng and Gao, Xinbo},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  year={2023},
  publisher={IEEE}
}

@article{li2023stabilizing,
  title={Stabilizing multispectral pedestrian detection with evidential hybrid fusion},
  author={Li, Qing and Zhang, Changqing and Hu, Qinghua and Zhu, Pengfei and Fu, Huazhu and Chen, Lei},
  journal={IEEE Transactions on Circuits and Systems for Video Technology},
  year={2023},
  publisher={IEEE}
}

@article{yu2022learning,
  title={Learning dynamic compact memory embedding for deformable visual object tracking},
  author={Yu, Hongtao and Zhu, Pengfei and Zhang, Kaihua and Wang, Yu and Zhao, Shuai and Wang, Lei and Zhang, Tianzhu and Hu, Qinghua},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  volume={35},
  number={4},
  pages={5656--5670},
  year={2022},
  publisher={IEEE}
}

@inproceedings{sun2022detfusion,
  title={Detfusion: A detection-driven infrared and visible image fusion network},
  author={Sun, Yiming and Cao, Bing and Zhu, Pengfei and Hu, Qinghua},
  booktitle={Proceedings of the 30th ACM international conference on multimedia},
  pages={4003--4011},
  year={2022}
}

@article{zhu2022self,
  title={Self-supervised fully automatic learning machine for intelligent retail container},
  author={Zhu, Pengfei and Sun, Yiming and Cao, Bing and Liu, Xiaoyu and Liu, Xin and Hu, Qinghua},
  journal={IEEE Transactions on Instrumentation and Measurement},
  volume={71},
  pages={1--15},
  year={2022},
  publisher={IEEE}
}

@article{cui2022semi,
  title={Semi-supervised image deraining using knowledge distillation},
  author={Cui, Xin and Wang, Cong and Ren, Dongwei and Chen, Yunjin and Zhu, Pengfei},
  journal={IEEE Transactions on Circuits and Systems for Video Technology},
  volume={32},
  number={12},
  pages={8327--8341},
  year={2022},
  publisher={IEEE}
}

@article{zhu2022multi,
  title={Multi-granularity episodic contrastive learning for few-shot learning},
  author={Zhu, Pengfei and Zhu, Zhilin and Wang, Yu and Zhang, Jinglin and Zhao, Shuai},
  journal={Pattern Recognition},
  volume={131},
  pages={108820},
  year={2022},
  publisher={Elsevier}
}

@article{zhu2022collaborative,
  title={Collaborative decision-reinforced self-supervision for attributed graph clustering},
  author={Zhu, Pengfei and Li, Jialu and Wang, Yu and Xiao, Bin and Zhao, Shuai and Hu, Qinghua},
  journal={IEEE Transactions on Neural Networks and Learning Systems},
  volume={34},
  number={12},
  pages={10851--10863},
  year={2022},
  publisher={IEEE}
}

@article{pan2022learning,
  title={Learning self-supervised low-rank network for single-stage weakly and semi-supervised semantic segmentation},
  author={Pan, Junwen and Zhu, Pengfei and Zhang, Kaihua and Cao, Bing and Wang, Yu and Zhang, Dingwen and Han, Junwei and Hu, Qinghua},
  journal={International Journal of Computer Vision},
  volume={130},
  number={5},
  pages={1181--1195},
  year={2022},
  publisher={Springer}
}

@article{sun2022drone,
  title={Drone-based RGB-infrared cross-modality vehicle detection via uncertainty-aware learning},
  author={Sun, Yiming and Cao, Bing and Zhu, Pengfei and Hu, Qinghua},
  journal={IEEE Transactions on Circuits and Systems for Video Technology},
  volume={32},
  number={10},
  pages={6700--6713},
  year={2022},
  publisher={IEEE}
}

@article{li2022confidence,
  title={Confidence-aware fusion using dempster-shafer theory for multispectral pedestrian detection},
  author={Li, Qing and Zhang, Changqing and Hu, Qinghua and Fu, Huazhu and Zhu, Pengfei},
  journal={IEEE Transactions on Multimedia},
  volume={25},
  pages={3420--3431},
  year={2022},
  publisher={IEEE}
}

@inproceedings{pan2022label,
  title={Label-efficient hybrid-supervised learning for medical image segmentation},
  author={Pan, Junwen and Bi, Qi and Yang, Yanzhan and Zhu, Pengfei and Bian, Cheng},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={36},
  number={2},
  pages={2026--2034},
  year={2022}
}

@article{zhu2022latent,
  title={Latent heterogeneous graph network for incomplete multi-view learning},
  author={Zhu, Pengfei and Yao, Xinjie and Wang, Yu and Cao, Meng and Hui, Binyuan and Zhao, Shuai and Hu, Qinghua},
  journal={IEEE Transactions on Multimedia},
  volume={25},
  pages={3033--3045},
  year={2022},
  publisher={IEEE}
}

@article{zhu2021detection,
  title={Detection and tracking meet drones challenge},
  author={Zhu, Pengfei and Wen, Longyin and Du, Dawei and Bian, Xiao and Fan, Heng and Hu, Qinghua and Ling, Haibin},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={44},
  number={11},
  pages={7380--7399},
  year={2021},
  publisher={IEEE}
}

@article{zhu2021graph,
  title={Graph regularized flow attention network for video animal counting from drones},
  author={Zhu, Pengfei and Peng, Tao and Du, Dawei and Yu, Hongtao and Zhang, Libo and Hu, Qinghua},
  journal={IEEE Transactions on Image Processing},
  volume={30},
  pages={5339--5351},
  year={2021},
  publisher={IEEE}
}

@inproceedings{hui2021dynamic,
  title={Dynamic hybrid relation exploration network for cross-domain context-dependent semantic parsing},
  author={Hui, Binyuan and Geng, Ruiying and Ren, Qiyu and Li, Binhua and Li, Yongbin and Sun, Jian and Huang, Fei and Si, Luo and Zhu, Pengfei and Zhu, Xiaodan},
  booktitle={Proceedings of the AAAI conference on artificial intelligence},
  volume={35},
  number={14},
  pages={13116--13124},
  year={2021}
}

@inproceedings{wan2021multi,
  title={Multi-view information-bottleneck representation learning},
  author={Wan, Zhibin and Zhang, Changqing and Zhu, Pengfei and Hu, Qinghua},
  booktitle={Proceedings of the AAAI conference on artificial intelligence},
  volume={35},
  number={11},
  pages={10085--10092},
  year={2021}
}

@ARTICLE{9388886,
  author={Zheng, Xiawu and Zhang, Yang and Hong, Sirui and Li, Huixia and Tang, Lang and Xiong, Youcheng and Zhou, Jin and Wang, Yan and Sun, Xiaoshuai and Zhu, Pengfei and Wu, Chenglin and Ji, Rongrong},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  title={Evolving Fully Automated Machine Learning via Life-Long Knowledge Anchors},
  year={2021},
  volume={43},
  number={9},
  pages={3091-3107},
  keywords={Pipelines;Task analysis;Optimization;Data models;Computational modeling;Training;Search problems;Fully automated machine learning;life-long learning;evolutionary algorithm},
  doi={10.1109/TPAMI.2021.3069250}}

@inproceedings{wen2021detection,
  title={Detection, tracking, and counting meets drones in crowds: A benchmark},
  author={Wen, Longyin and Du, Dawei and Zhu, Pengfei and Hu, Qinghua and Wang, Qilong and Bo, Liefeng and Lyu, Siwei},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={7812--7821},
  year={2021}
}

@article{zhu2020multi,
  title={Multi-drone-based single object tracking with agent sharing network},
  author={Zhu, Pengfei and Zheng, Jiayu and Du, Dawei and Wen, Longyin and Sun, Yiming and Hu, Qinghua},
  journal={IEEE Transactions on Circuits and Systems for Video Technology},
  volume={31},
  number={10},
  pages={4058--4070},
  year={2020},
  publisher={IEEE}
}

@article{liang2020semisupervised,
  title={Semisupervised laplace-regularized multimodality metric learning},
  author={Liang, Jianqing and Zhu, Pengfei and Dang, Chuangyin and Hu, Qinghua},
  journal={IEEE Transactions on Cybernetics},
  volume={52},
  number={5},
  pages={2955--2967},
  year={2020},
  publisher={IEEE}
}

@article{shi2020adaptive,
  title={Adaptive and robust partition learning for person retrieval with policy gradient},
  author={Shi, Yuxuan and Wei, Zhen and Ling, Hefei and Wang, Ziyang and Zhu, Pengfei and Shen, Jialie and Li, Ping},
  journal={IEEE Transactions on Multimedia},
  volume={23},
  pages={3264--3277},
  year={2020},
  publisher={IEEE}
}

@inproceedings{li2020spl,
  title={Spl-mll: Selecting predictable landmarks for multi-label learning},
  author={Li, Junbing and Zhang, Changqing and Zhu, Pengfei and Wu, Baoyuan and Chen, Lei and Hu, Qinghua},
  booktitle={Computer Vision--ECCV 2020: 16th European Conference, Glasgow, UK, August 23--28, 2020, Proceedings, Part IX 16},
  pages={783--799},
  year={2020},
  organization={Springer}
}

@inproceedings{li2020spatial,
  title={Spatial attention pyramid network for unsupervised domain adaptation},
  author={Li, Congcong and Du, Dawei and Zhang, Libo and Wen, Longyin and Luo, Tiejian and Wu, Yanjun and Zhu, Pengfei},
  booktitle={Computer Vision--ECCV 2020: 16th European Conference, Glasgow, UK, August 23--28, 2020, Proceedings, Part XIII 16},
  pages={481--497},
  year={2020},
  organization={Springer}
}

@article{ren2020single,
  title={Single image deraining using bilateral recurrent network},
  author={Ren, Dongwei and Shang, Wei and Zhu, Pengfei and Hu, Qinghua and Meng, Deyu and Zuo, Wangmeng},
  journal={IEEE Transactions on Image Processing},
  volume={29},
  pages={6852--6863},
  year={2020},
  publisher={IEEE}
}

        @article{zhu2020unsupervised,
  title={Unsupervised spectral feature selection with dynamic hyper-graph learning},
  author={Zhu, Xiaofeng and Zhang, Shichao and Zhu, Yonghua and Zhu, Pengfei and Gao, Yue},
  journal={IEEE Transactions on Knowledge and Data Engineering},
  volume={34},
  number={6},
  pages={3016--3028},

        year={2020},
  publisher={IEEE}
}

@article{zhao2019recursive,
  title={A recursive regularization based feature selection framework for hierarchical classification},
  author={Zhao, Hong and Hu, Qinghua and Zhu, Pengfei and Wang, Yu and Wang, Ping},
  journal={IEEE Transactions on Knowledge and Data Engineering},
  volume={33},
  number={7},
  pages={2833--2846},
  year={2019},
  publisher={IEEE}
}

@article{wang2019deep,
  title={Deep fuzzy tree for large-scale hierarchical visual classification},
  author={Wang, Yu and Hu, Qinghua and Zhu, Pengfei and Li, Linhao and Lu, Bingxu and Garibaldi, Jonathan M and Li, Xianling},
  journal={IEEE Transactions on Fuzzy Systems},
  volume={28},
  number={7},
  pages={1395--1406},
  year={2019},
  publisher={IEEE}
}

@inproceedings{li2019flexible,
  title={Flexible multi-view representation learning for subspace clustering.},
  author={Li, Ruihuang and Zhang, Changqing and Hu, Qinghua and Zhu, Pengfei and Wang, Zheng},
  booktitle={IJCAI},
  volume={2019},
  pages={2916--2922},
  year={2019}
}

@article{zhang2019hybrid,
  title={Hybrid noise-oriented multilabel learning},
  author={Zhang, Changqing and Yu, Ziwei and Fu, Huazhu and Zhu, Pengfei and Chen, Lei and Hu, Qinghua},
  journal={IEEE transactions on cybernetics},
  volume={50},
  number={6},
  pages={2837--2850},
  year={2019},
  publisher={IEEE}
}

@article{zhao2019fuzzy,
  title={Fuzzy rough set based feature selection for large-scale hierarchical classification},
  author={Zhao, Hong and Wang, Ping and Hu, Qinghua and Zhu, Pengfei},
  journal={IEEE Transactions on Fuzzy Systems},
  volume={27},
  number={10},
  pages={1891--1903},
  year={2019},
  publisher={IEEE}
}

@inproceedings{wang2019deep,
  title={Deep global generalized gaussian networks},
  author={Wang, Qilong and Li, Peihua and Hu, Qinghua and Zhu, Pengfei and Zuo, Wangmeng},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={5080--5088},
  year={2019}
}

@inproceedings{ren2019progressive,
  title={Progressive image deraining networks: A better and simpler baseline},
  author={Ren, Dongwei and Zuo, Wangmeng and Hu, Qinghua and Zhu, Pengfei and Meng, Deyu},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={3937--3946},
  year={2019}
}

@article{zhu2018multi,
  title={Multi-view label embedding},
  author={Zhu, Pengfei and Hu, Qi and Hu, Qinghua and Zhang, Changqing and Feng, Zhizhao},
  journal={Pattern recognition},
  volume={84},
  pages={126--135},
  year={2018},
  publisher={Elsevier}
}

@article{zhu2018one,
  title={One-step multi-view spectral clustering},
  author={Zhu, Xiaofeng and Zhang, Shichao and He, Wei and Hu, Rongyao and Lei, Cong and Zhu, Pengfei},
  journal={IEEE Transactions on Knowledge and Data Engineering},
  volume={31},
  number={10},
  pages={2022--2034},
  year={2018},
  publisher={IEEE}
}

@inproceedings{zhang2018latent,
  title={Latent semantic aware multi-view multi-label classification},
  author={Zhang, Changqing and Yu, Ziwei and Hu, Qinghua and Zhu, Pengfei and Liu, Xinwang and Wang, Xiaobo},
  booktitle={Proceedings of the AAAI conference on artificial intelligence},
  volume={32},
  number={1},
  year={2018}
}

@article{zhu2018multi,
  title={Multi-label feature selection with missing labels},
  author={Zhu, Pengfei and Xu, Qian and Hu, Qinghua and Zhang, Changqing and Zhao, Hong},
  journal={Pattern Recognition},
  volume={74},
  pages={488--502},
  year={2018},
  publisher={Elsevier}
}

@inproceedings{zhang2018fish,
  title={FISH-MML: Fisher-HSIC multi-view metric learning.},
  author={Zhang, Changqing and Liu, Yeqing and Liu, Yue and Hu, Qinghua and Liu, Xinwang and Zhu, Pengfei},
  booktitle={IJCAI},
  pages={3054--3060},
  year={2018}
}

@inproceedings{zhu2018towards,
  title={Towards Generalized and Efficient Metric Learning on Riemannian Manifold.},
  author={Zhu, Pengfei and Cheng, Hao and Hu, Qinghua and Wang, Qilong and Zhang, Changqing},
  booktitle={IJCAI},
  pages={3235--3241},
  year={2018}
}

@inproceedings{zhu2018beyond,
  title={Beyond Similar and Dissimilar Relations: A Kernel Regression Formulation for Metric Learning.},
  author={Zhu, Pengfei and Qi, Ren and Hu, Qinghua and Wang, Qilong and Zhang, Changqing and Yang, Liu},
  booktitle={IJCAI},
  pages={3242--3248},
  year={2018}
}

@article{zhu2017subspace,
  title={Subspace clustering guided unsupervised feature selection},
  author={Zhu, Pengfei and Zhu, Wencheng and Hu, Qinghua and Zhang, Changqing and Zuo, Wangmeng},
  journal={Pattern Recognition},
  volume={66},
  pages={364--374},
  year={2017},
  publisher={Elsevier}
}

@inproceedings{zhao2017hierarchical,
  title={Hierarchical Feature Selection with Recursive Regularization.},
  author={Zhao, Hong and Zhu, Pengfei and Wang, Ping and Hu, Qinghua},
  booktitle={IJCAI},
  volume={2017},
  pages={3483--3489},
  year={2017}
}

@inproceedings{zhang2017latent,
  title={Latent multi-view subspace clustering},
  author={Zhang, Changqing and Hu, Qinghua and Fu, Huazhu and Zhu, Pengfei and Cao, Xiaochun},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={4279--4287},
  year={2017}
}

@article{zhang2016flexible,
  title={Flexible multi-view dimensionality co-reduction},
  author={Zhang, Changqing and Fu, Huazhu and Hu, Qinghua and Zhu, Pengfei and Cao, Xiaochun},
  journal={IEEE Transactions on Image Processing},
  volume={26},
  number={2},
  pages={648--659},
  year={2016},
  publisher={IEEE}
}

@inproceedings{zhu2016coupled,
  title={Coupled dictionary learning for unsupervised feature selection},
  author={Zhu, Pengfei and Hu, Qinghua and Zhang, Changqing and Zuo, Wangmeng},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={30},
  number={1},
  year={2016}
}

@article{an2015data,
  title={Data-distribution-aware fuzzy rough set model and its application to robust classification},
  author={An, Shuang and Hu, Qinghua and Pedrycz, Witold and Zhu, Pengfei and Tsang, Eric CC},
  journal={IEEE Transactions on Cybernetics},
  volume={46},
  number={12},
  pages={3073--3085},
  year={2015},
  publisher={IEEE}
}

@article{zhu2014image,
  title={Image set-based collaborative representation for face recognition},
  author={Zhu, Pengfei and Zuo, Wangmeng and Zhang, Lei and Shiu, Simon Chi-Keung and Zhang, David},
  journal={IEEE transactions on information forensics and security},
  volume={9},
  number={7},
  pages={1120--1132},
  year={2014},
  publisher={IEEE}
}

@article{zhu2015unsupervised,
  title={Unsupervised feature selection by regularized self-representation},
  author={Zhu, Pengfei and Zuo, Wangmeng and Zhang, Lei and Hu, Qinghua and Shiu, Simon CK},
  journal={Pattern Recognition},
  volume={48},
  number={2},
  pages={438--446},
  year={2015},
  publisher={Elsevier}
}

@inproceedings{zhu2013point,
  title={From point to set: Extend the learning of distance metrics},
  author={Zhu, Pengfei and Zhang, Lei and Zuo, Wangmeng and Zhang, David},
  booktitle={Proceedings of the IEEE international conference on computer vision},
  pages={2664--2671},
  year={2013}
}

@inproceedings{zhu2012multi,
  title={Multi-scale patch based collaborative representation for face recognition with margin distribution optimization},
  author={Zhu, Pengfei and Zhang, Lei and Hu, Qinghua and Shiu, Simon CK},
  booktitle={Computer Vision--ECCV 2012: 12th European Conference on Computer Vision, Florence, Italy, October 7-13, 2012, Proceedings, Part I 12},
  pages={822--835},
  year={2012},
  organization={Springer}
}

@inproceedings{zhang2011linear,
  title={A linear subspace learning approach via sparse coding},
  author={Zhang, Lei and Zhu, Pengfei and Hu, Qinghua and Zhang, David},
  booktitle={2011 International Conference on Computer Vision},
  pages={755--761},
  year={2011},
  organization={IEEE}
}

@article{chen2011novel,
  title={A novel algorithm for finding reducts with fuzzy rough sets},
  author={Chen, Degang and Zhang, Lei and Zhao, Suyun and Hu, Qinghua and Zhu, Pengfei},
  journal={IEEE Transactions on Fuzzy Systems},
  volume={20},
  number={2},
  pages={385--389},
  year={2011},
  publisher={IEEE}
}

@inproceedings{limatters,
  title={What Matters in Graph Class Incremental Learning? An Information Preservation Perspective},
  author={Li, Jialu and Wang, Yu and Zhu, Pengfei and Lin, Wanyu and Hu, Qinghua},
  booktitle={The Thirty-eighth Annual Conference on Neural Information Processing Systems}
}

@inproceedings{wangpersistence,
  title={Persistence Homology Distillation for Semi-supervised Continual Learning},
  author={Wang, Yu and Zhu, Pengfei and Chen, Dongyue and Hu, Qinghua and others},
  booktitle={The Thirty-eighth Annual Conference on Neural Information Processing Systems}
}

@misc{tang2024amutuningeffectivelogitbias,
      title={AMU-Tuning: Effective Logit Bias for CLIP-based Few-shot Learning},
      author={Yuwei Tang and Zhenyi Lin and Qilong Wang and Pengfei Zhu and Qinghua Hu},
      year={2024},
      eprint={2404.08958},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2404.08958},
}

@inproceedings{hui2020collaborative,
  title={Collaborative graph convolutional networks: Unsupervised learning meets semi-supervised learning},
  author={Hui, Binyuan and Zhu, Pengfei and Hu, Qinghua},
  booktitle={Proceedings of the AAAI conference on artificial intelligence},
  volume={34},
  number={04},
  pages={4215--4222},
  year={2020}
}

@article{sun2024dynamic,
  title={Dynamic Brightness Adaptation for Robust Multi-modal Image Fusion},
  author={Sun, Yiming and Cao, Bing and Zhu, Pengfei and Hu, Qinghua},
  journal={arXiv preprint arXiv:2411.04697},
  year={2024}
}

@inproceedings{wang2020eca,
  title={ECA-Net: Efficient channel attention for deep convolutional neural networks},
  author={Wang, Qilong and Wu, Banggu and Zhu, Pengfei and Li, Peihua and Zuo, Wangmeng and Hu, Qinghua},
  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
  pages={11534--11542},
  year={2020}
}

@article{zhu2019multi,
  title={Multi-view deep subspace clustering networks},
  author={Zhu, Pengfei and Yao, Xinjie and Wang, Yu and Hui, Binyuan and Du, Dawei and Hu, Qinghua},
  journal={arXiv preprint arXiv:1908.01978},
  year={2019}
}