Joey Tianyi Zhou

Publication Summary:

1. Journal Summary (6 TPAMI, 2 JMLR, 1 AIJ, 1 IJCV, 1 TON, 9 TNNLS, 2 TIFS, 5 TIP, etc.)
2. Conference Summary (8 AAAI, 2 IJCAI, 1 ICML, 2 ICLR, 4 NeurlPS, 1 AISTATS, 5 ACL, 2 Interspeech, 3 CVPR, 3 ICCV, 2 ECCV, etc.)

Publications:

1. Joey Tianyi Zhou*, Xi Peng, Yew-Soon Ong "Heterogeneous Representation Learning: A Review", [PDF]

2021:

1. Pan Lai, Rui Fan, Xiao Zhang, Wei Zhang, Fang Liu, Joey Tianyi Zhou, "Utility Optimal Thread Assignment and Resource Allocation in Multi-Server Systems" IEEE/ACM Transactions on Networking (TON), 2021.
2. Xi Peng, Yunfan Li, Ivor W. Tsang, Hongyuan Zhu, Joey Tianyi Zhou, Jiancheng Lv, "XAI Beyond Classification: Interpretable Neural Clustering" Journal of Machine Learning Research (JMLR), 2021.
3. Huan Ma, Zongbo Han, Changqing Zhang, Huazhu Fu, Joey Tianyi Zhou and Qinghua Hu "Trustworthy Multimodal Regression with Mixture of Normal-inverse Gamma Distributions" The Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS), 2021.
4. Gabriel Tjio, Ping Liu, Joey Tianyi Zhou, Rick Siow Mong Goh, "Adversarial Semantic Hallucination for Domain Generalized Semantic Segmentation", IEEE Winter Conf. on Applications of Computer Vision (WACV), 2022
5. Ming Yan, Jianxi Yang, Cen Chen, Joey Tianyi Zhou, Zeng Zeng, "Enhanced Gradient Learning for Deep Neural Networks", IET Image Processing, 2021.
6. Xinke Li, Zhiru Chen, Yue Zhao, Zekun Tong, Yabang Zhao, Andrew Lim, Joey Tianyi Zhou, "PointBA: Towards Backdoor Attacks in 3D Point Cloud", International Conference in Computer Vision (ICCV), virtual, 2021.
7. Ming Yan, Cen Chen, Jiawei Du, Xi Peng, Joey Tianyi Zhou, Zeng Zeng, "Memory-assistant Collaborative Language Understanding for Artificial Intelligence of Things", IEEE Transactions on Industrial Informatics (IEEE TII), 2021.
8. Yangqin Feng, Xinxing Xu, Yan Wang, Xiaofeng Lei, Soo Kng Teo, Jordan Sim Zheng Ting, Yonghan Ting, Liangli Zhen, Joey Tianyi Zhou, Yong Liu, Cher Heng Tan, "Deep Supervised Domain Adaptation for Pneumonia Diagnosis From Chest X-Ray Images", IEEE Journal of Biomedical and Health Informatics(IEEE JBHI), 2021.
9. Zhong Yang, Yuanwei Liu, Yue Chen, Joey Tianyi Zhou, "Deep Learning for Latent Events Forecasting in Content Caching Networks", IEEE Transactions on Wireless Communications (IEEE TWC), 2021.
10. Ping Liu, Yuewei Lin, Zibo Meng, Weihong Deng, Joey Tianyi Zhou*, Yi Yang, "Point Adversarial Self Mining: A Simple Method for Facial Expression Recognition", IEEE Transactions on Cybernetics (IEEE TCYB), 2021.
11. Zhiyuan Zha, Bihan Wen, Xin Yuan, Joey Tianyi Zhou, Jiantao Zhou, Hongyuan Zhu, Ce Zhu, "Triply Complementary Priors for Image Restoration ", IEEE Transactions on Image Processing (TIP), 2021.
12. Zhenyu Huang, Joey Tianyi Zhou, Hongyuan Zhu, Changqing Zhang, Jianchen Lv, Xi Peng, "Deep Spectral Representation Learning from Multi-view Data ", IEEE Transactions on Image Processing (TIP), 2021.
13. Hao Zhang, Aixin Sun, Wei Jing, Liangli Zhen, Joey Tianyi Zhou, Rick Siow Mong Goh "Parallel Attention Network with Sequence Matching for Video Grounding", The 58th Annual Meeting of the Association for Computational Linguistics (ACL) 2021.
14. Zhehui Wang, Tao Luo, Miqing Li, Joey Tianyi Zhou, Rick Siow Mong Goh, Liangli Zhen "Evolutionary Multi-Objective Model Compression for Deep Neural Networks", IEEE Computational Intelligence Magazine (CIM), 2021.
15. Hao Zhang, Aixin Sun, Wei Jing, Guoshun Nan, Liangli Zhen, Joey Tianyi Zhou and Rick Siow Mong Goh, "Video Corpus Moment Retrieval with Contrastive Learning", The 44th International ACM SIGIR Conference (SIGIR), 2021.
16. Yancheng Wang, Yang Xiao, Junyi Lu, Bo Tan, Zhiguo Cao, Zhenjun Zhang, Joey Tianyi Zhou, "Discriminative Multi-view Dynamic Image Fusion for Cross-view 3D Action Recognition",IEEE Transactions on Neural Network and Learning Systems (TNNLS), 2021.
17. Joey Tianyi Zhou, "Feature Selection with Multi-Source Transfer", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021.
18. Joey Tianyi Zhou, Le Zhang, Jiawei Du, Xi Peng, Zhiwen Fang, Zhe Xiao and Hongyuan Zhu, "Locality-Aware Crowd Counting" IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021.
19. Hao Zhang, Aixin Sun, Wei Jing, Liangli Zhen, Joey Tianyi Zhou* and Rick Siow Mong Goh, "Natural Language Video Localization: A Revisit in Span-based Question Answering Framework" IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021.
20. Zongbo Han, Changqing Zhang, Huazhu Fu, Joey Tianyi Zhou, "Trusted Multi-View Classification", International Conference on Learning Representations (ICLR), 2021.
21. Cen Chen, Kenli Li, Wei Wei, Joey Tianyi Zhou, Zeng Zeng, "Hierarchical Graph Neural Networks for Few-Shot Learning", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021.
22. Junbing Li, Changqing Zhang, Joey Tianyi Zhou, Huazhu Fu, Shuyin Xia, and Qinghua Hu, "IEEE Deep-LIFT: Deep Label Specific Feature Learning for Image Annotation", IEEE Transactions on Cybernetics (IEEE TCYB), 2021.
23. Yunfan Li, Peng Hu, Zitao Liu, Dezhong Peng, Joey Tianyi Zhou, Xi Peng, "Contrastive Clustering", The Thirty-fifth AAAI Conference on Artificial Intelligence (AAAI), 2021.

2020:

1. Boyun Li, Yuanbiao Gou, Shuhang Gu, Jerry Zitao Liu, Joey Tianyi Zhou and Xi Peng, ``You Only Look Yourself: Unsupervised and Untrained Single Image Dehazing Neural Network ", International Journal of Computer Vision (IJCV), 2020.
2. Zhiwen Fang, Jiafei Liang, Joey Tianyi Zhou*, Yang Xiao, Feng Yang, ``Anomaly Detection With Bidirectional Consistency in Videos", IEEE Transactions on Neural Network and Learning Systems (TNNLS), 2020.
3. Changqing Zhang, Yajie Cui, Zongbo Han, Joey Tianyi Zhou*, Huazhu Fu and Qinghua Hu, ``Deep Partial Multi-View Learning", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020.
4. Zhiwen Fang, Joey Tianyi Zhou*, Yang Xiao, Yanan Li, Feng Yang, ``Multi-Encoder towards Effective Anomaly Detection in Videos", IEEE Transactions on Multimedia (TMM), 2020.
5. Zihao Zhu, Yang Xiao, Shuai Li, Zhiguo Cao, Zhiwen Fang Joey Tianyi Zhou, "LPQ++: A Discriminative Blur-insensitive Textural Descriptor with Spatial-channel Interaction ", Information Science (INS), 2020.
6. Yunqiu Xu, Meng Fang, Ling Chen, Yali Du, Joey Tianyi Zhou, Chengqi Zhang "Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games", Neural Information Processing Systems (NeurIPS), 2020.
7. Zhenyu Huang, Peng Hu, Joey Tianyi Zhou,Jiancheng Lv, Xi Peng "Partially View-aligned Clustering ", Neural Information Processing Systems (NeurIPS), 2020.
8. Liangli Zhen,Peng Hu, Xi Peng, Rick Siow Mong Goh, Joey Tianyi Zhou*, "Deep Multimodal Transfer Learning for Cross-modal Retrieval", IEEE Transactions on Neural Network and Learning Systems (TNNLS), 2020.
9. Zhong Yang, Yuanwei Liu, Yue Chen, Joey Tianyi Zhou, "Deep Reinforcement Learning for RIS-Aided Non-Orthogonal Multiple Access Downlink", IEEE Global Communications Conference (Globecom), 2020.
10. Tian Huang, Tao Luo, Joey Tianyi Zhou, "Adaptive Precision Training for Resource Constrained Devices",, International Conference on Distributed Computing Systems (ICDCS), 2020.
11. Boyun Li, Yuanbiao Gou, Jerry Zitao Liu, Hongyuan Zhu, Joey Tianyi Zhou, and Xi Peng, "Zero-Shot Image Dehazing", IEEE Trans Image Processing (IEEE TIP), 2020.
12. Nana Hou, Chenglin Xu, Joey Tianyi Zhou, Eng Siong Chng, and Haizhou Li, "Multi-task Learning for End-to-end Noise-robust Bandwidth Extension", International Speech Communication Association 20th Annual Conference (INTERSPEECH), 2020.
13. Nana Hou, Chenglin Xu, Van Tung Pham, Joey Tianyi Zhou, Eng Siong Chng, and Haizhou Li, "Speaker and Phoneme-Aware Speech Bandwidth Extension with Residual Dual-Path Network", International Speech Communication Association 20th Annual Conference (INTERSPEECH), 2020.
14. Fu Xiong, Yang Xiao, Zhiguo Cao, Yancheng Wang, Joey Tianyi Zhou and Jianxin Wu, "ECML: An Ensemble Cascade Metric Learning Mechanism towards Face Verification", IEEE Transactions on Cybernetics (IEEE TCYB), 2020.
15. Zhiyuan Zha, Xin Yuan, Joey Tianyi Zhou, Jiantao Zhou, Bihan Wen, Ce Zhu,"The Power of Triply Complementary Priors for Image Compressive Sensing", IEEE Internation Conference on Image Processing (ICIP), 2020.
16. Ming Yan, Hao Zhang, Di Jin and Joey Tianyi Zhou*, " Multi-source Meta Transfer for Low Resource Multiple Choice Question Answering", The 58th Annual Meeting of the Association for Computational Linguistics (ACL, Long Paper) 2020.
17. Di Jin, Zhijing Jin, Joey Tianyi Zhou*, Lisa Orii and Peter Szolovits, "Hooks in the Headline: Learning to Generate Headlines with Controlled Styles", The 58th Annual Meeting of the Association for Computational Linguistics (ACL, Long Paper) 2020.
18. Hao Zhang, Aixin Sun, Wei Jing and Joey Tianyi Zhou*, "Span-based Localizing Network for Natural Language Video Localization", The 58th Annual Meeting of the Association for Computational Linguistics (ACL, Long Paper) 2020.
19. Yancheng Wang, Yang Xiao, Fu Xiong, Wenxiang Jiang, Zhiguo Cao, Joey Tianyi Zhou, Junsong Yuan. " 3DV: 3D Dynamic Voxel for Action Recognition in Depth Video", in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, 2020.
20. Le Zhang , Zenglin Shi, Joey Tianyi Zhou*, Ming-Ming Cheng, Yun Liu, Jia-Wang Bian, Zeng Zeng, Chunhua Shen, "Ordered or Orderless: A Revisit for Video based Person Re-Identification", IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2020.
21. Yujiao Tang, Zhiwen Fang, Shaofeng Yuan, Chang'an A. Zhan, Yanyan Xing, Joey Tianyi Zhou, Feng Yang, "iMSCGnet: Iterative Multi-Scale Context-Guided Segmentation of Skin Lesion in Dermoscopic Images". IEEE Access, 2020.
22. Hao Zhang, Joey Tianyi Zhou, Tianying Wang, Ivor W. Tsang, Rick Siow Mong Goh, "Deep N-ary Error Correcting Output Codes". MobiMedia, Best Paper Award, 2020.
23. Zhao Kang, Guoxin Shi, Shudong Huang, Wenyu Chen, Xiaorong Pu, Joey Tianyi Zhou, Zenglin Xu, "Multi-graph fusion for multi-view spectral clustering". Knowl. Based Syst. 2020
24. Xi Peng, Jiashi Feng,Joey Tianyi Zhou*, Yinjie Lei, Shuicheng Yan, "Deep Subspace Clustering", IEEE Transactions on Neural Network and Learning Systems (TNNLS), 2020.
25. Joey Tianyi Zhou, Le Zhang, Zhiwen Fang, Jiawei Du, Xi Peng, Yang Xiao, "Attention-Driven Loss for Anomaly Detection in Video Surveillance", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2020. [Code]
26. Jiawei Du, Hu Zhang, Joey Tianyi Zhou, Yi Yang, Jiashi Feng, "Query-efficient Meta Attack to Deep Neural Networks", International Conference on Learning Representations (ICLR), Addis Ababa, Ethiopia, 2020.
27. Xi Peng, Hongyuan Zhu, Jiashi Feng, Chunhua Shen, Haixian Zhang, Joey Tianyi Zhou*, "Deep Clustering with Sample-Assignment Invariance Prior", IEEE Transactions on Neural Network and Learning Systems (TNNLS), 2020.
28. Guilei Hu, Yang Xiao, Zhiguo Cao, Lubin Meng, Zhiwen Fang, Joey Tianyi Zhou, and Junsong Yuan "Towards Real-time Eyeblink Detection in The Wild: Dataset, Theory and Practices", IEEE Transactions on Information Forensics & Security (IEEE TIFS, IEEE Innovation Spotlight paper, IEEE Featured Article) , 2020.
29. Di Jin, Zhijing Jin, Joey Tianyi Zhou, Peter Szolovits, "Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment ", The Thirty-fourth AAAI Conference on Artificial Intelligence (AAAI), NYC, USA, 2020.
30. Yu Cao, Meng Fang, Baosheng Yu, Joey Tianyi Zhou, "Unsupervised Domain Adaptation on Reading Comprehension ", The Thirty-fourth AAAI Conference on Artificial Intelligence (AAAI), NYC, USA, 2020.

2019:

1. Zhao Kang, Xinjia Zhao, Chong Peng, Hongyuan Zhu, Joey Tianyi Zhou, Xi Peng, Wenyu Chen, Zenglin Xu, "Partition Level Multiview Subspace Clustering", Neural Networks, 2019
2. Hongyuan Zhu, Yi Cheng, Xi Peng, Joey Tianyi Zhou, Zhao Kang, Shijian Lu, Zhiwen Fang, Liyuan Li, Joo-Hwee Lim, "Single Image Dehazing via Compositional Adversarial Network", IEEE Transactions on Cybernetics (IEEE TCYB), 2019.
3. Xi Peng, Jiawei Du, Joey Tianyi Zhou*, "A1Cnet: Deep Learning for Glycated Hemoglobin Estimation", in the BOOM workshop of of the 28th International Joint Conference on Artificial Intelligence (IJCAI-19 Workshop Best Paper Award),, Macau, 2019.
4. Le Zhang, Zenglin Shi, Ming-Ming Cheng, Yun Liu, Jia-Wang Bian, Joey Tianyi Zhou, Guoyan Zheng, Zeng Zeng， "Nonlinear Regression Via Deep Negative Correlation Learning", IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2019.
5. Changqing Zhang, Zongbo Han, Yajie Cui, Huazhu Fu, Joey Tianyi Zhou*, Qinghua Hu, "CPM-Nets: Cross Partial Multi-View Networks", Neural Information Processing Systems (NeurIPS), Vancouver Canada, 2019.
6. Joey Tianyi Zhou, Hao Zhang, Di Jin, Xi Peng "Dual Adversarial Neural Transfer for Sequence Labeling", IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2019. [PDF] [Code]
7. Fu Xiong, Boshen Zhang, Yang Xiao, Zhiguo Cao, taidong yu, Joey Tianyi Zhou, Junsong Yuan,"A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image", International Conference in Computer Vision (ICCV), Seoul, Korea, 2019.
8. Ruihuang Li, Changqing Zhang, Huazhu Fu, Xi Peng, Joey Tianyi Zhou, Qinghua Hu,"Reciprocal Multi-Layer Subspace Learning for Multi-View Clustering", International Conference in Computer Vision (ICCV), Seoul, Korea, 2019.
9. Joey Tianyi Zhou, Sinno Jialin Pan, Ivor W. Tsang. "A Deep Learning Framework for Hybrid Heterogeneous Transfer Learning", Artificial Intelligence (AIJ), 2019. [PDF] [Code]
10. Joey Tianyi Zhou, Hao Zhang, Di Jin, Hongyuan Zhu, Meng Fang, Rick Siow Mong Goh and Kenneth Kwok "Dual Adversarial Neural Transfer for Low-Resource Named Entity Recognition", The 57th Annual Meeting of the Association for Computational Linguistics (ACL, Long Paper), Florence, Italy, 2019. [PDF] [Code]
11. Xi Peng, Zhenyu Huang, Jianchen Lv, Hongyuan Zhu, Joey Tianyi Zhou* "COMIC: Multi-view ClusteringWithout Parameter Selection", Proceedings of the 36 th International Conference on Machine Learning (ICML), Long Beach, USA, 2019. [PDF]
12. Zhenyu Huang, Joey Tianyi Zhou, Xi Peng, Changqing Zhang, Hongyuan Zhu, Jiancheng Lv"Multi-view Spectral Clustering Network", the 28th International Joint Conference on Artificial Intelligence (IJCAI), Macao, 2019. [PDF]
13. Joey Tianyi Zhou, Ivor W. Tsang, Sinno Jialin Pan and Mingkui Tan "Multi-class Heterogeneous Domain Adaptation", Journal of Machine Learning Research (JMLR), 2019. [PDF] [Code]
14. Joey Tianyi Zhou, Hao Zhang, Di Jin, Xi Peng, Yang Xiao, Zhiguo Cao "RoSeq: Robust Sequence Labeling", IEEE Transactions on Neural Network and Learning Systems (TNNLS), 2019. [PDF] [Code]
15. Zhe Xiao, Liye Zhang, Xiuju Fu, Wanbing Zhang, Joey Tianyi Zhou, Rick Siow Mong Goh. "Concurrent Processing Cluster Design to Empower Simultaneous Prediction for Hundreds of Vessels’ Trajectories in Near Real-Time", IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMC) , 2019. Accepted [PDF]
16. Joey Tianyi Zhou, Jiawei Du, Hongyuan Zhu, Xi Peng, Yong Liu, Rick Siow Mong Goh. "AnomalyNet: An Anomaly Detection Network for Video Surveillance", IEEE Transactions on Information Forensics & Security (TIFS) , 2019. [PDF] [Code]
17. Bo Han, Ivor W. Tsang, Ling Chen, Joey Tianyi Zhou, Celina Yu. "Beyond Majority Voting: A Coarse-to-Fine Label Filtration for Heavily Noisy Labels", IEEE Transactions on Neural Network and Learning Systems (TNNLS) , 2019. Accepted [PDF]
18. Yang Xiao, Jun Chen, Yancheng Wang, Zhiguo Cao, Joey Tianyi Zhou, Xiang Bai "Action Recognition for Depth Video using Multi-view Dynamic Images", Information Science, 2019. Accepted [PDF]
19. Joey Tianyi Zhou, Meng Fang, Hao Zhang, Chen Gong, Xi Peng, Zhiguo Cao, Rick Siow Mong Goh "Learning with Annotation of Various Degrees", IEEE Transactions on Neural Network and Learning Systems (TNNLS) , 2019. Accepted [PDF] [Code]
20. Hongyuan Zhu, Xi Peng, Joey Tianyi Zhou*, Songfan Yang, Vijay Chandrasekhar, Liyuan Li, Joo-Hwee Lim "Singe Image Rain Removal with Unpaired Information: A Differentiable Programming Perspective", The Thirty-thrid AAAI Conference on Artificial Intelligence (AAAI), Hawaii, USA, 2019. [PDF] [Code]
21. Le Hui, Xiang Li, Chen Gong, Meng Fang, Joey Tianyi Zhou, Jian Yang, "Inter-Class Angular Loss for Convolutional Neural Networks", The Thirty-thrid AAAI Conference on Artificial Intelligence (AAAI), Hawaii, USA, 2019. [PDF]
22. Joey Tianyi Zhou, Ivor W. Tsang, Shen-Shyang Ho, Klaus-Robert Muller, "N-ary Decomposition for Multi-class Classification", in Machine Learning (MLJ), 2019. [PDF]

2018:

1. Zhenyu Huang, Hongyuan Zhu, Joey Tianyi Zhou, and Xi Peng, "Multiple Marginal Fisher Analysis", IEEE Transactions on Industrial Electronics (TIE) , 2018. [PDF]
2. Wei Jing, Joey Tianyi Zhou, Fei Gao, Yong Liu, Pey Yuen Tao, Guilin Yang, "A Learning-based Approach for Error Compensation of Industrial Manipulator with Hybrid Model", 15th International Conference on Control, Automation, Robotics and Vision (ICARCV), 2018. [PDF]
3. Xi Peng, Jiashi Feng, Shijie Xiao, Wei-Yun Yau, Joey Tianyi Zhou*, and Songfan Yang, "Structured AutoEncoders for Subspace Clustering", IEEE Transactions on Image Processing (TIP), 2018. [PDF] [Code]
4. Joey Tianyi Zhou, Heng Zhao, Xi Peng, Meng Fang, Zheng Qin and Rick Siow Mong Goh "Transfer Hashing: From Shallow To Deep", IEEE Transactions on Neural Network and Learning Systems (TNNLS) , 2018. In press. (DOI:10.1109/TNNLS.2018.2827036.) [PDF] [Code]
5. Nan Hu, Jinghui Zhong, Joey Tianyi Zhou, Suiping Zhou, Wentong Cai, Christopher Monterola, "Guide them through: An automatic crowd control framework using multi-objective genetic programming", Applied Soft Computing (ASC), Vol. 66, pp.90-103 2018.
6. Joey Tianyi Zhou, Jiawei Du , Kai Di, Xi Peng, Hao Yang, Sinno Jialin Pan, Ivor Tsang, Yong Liu, Zheng Qin, Rick Siow Mong Goh, "SC2Net: Sparse LSTMs for Sparse Coding", The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI), New Orleans, 2018. [PDF] [Code]
7. Sharath Chandra Guntuku, Joey Tianyi Zhou*, Sujoy Roy, Weisi Lin, Ivor W. Tsang, "Who likes What, and Why? Insights into Personality Modeling based on Image `Likes'", IEEE Transaction on Affective Computing (TAC) , (DOI:10.1109/TAFFC.2016.2581168) [PDF]

2017:

1. Joey Tianyi Zhou, Ivor Tsang, Sinno Jialin Pan, Zheng Qin, Rick Goh, "An End-to-end Sparse Coding", Presented at the ICML 2017 Workshop on Principled Approaches to Deep Learning,, Sydney, Australia, 2017. [PDF] [Project]
2. Hao Yang, Joey Tianyi Zhou, Jianfei Cai, Yew-Soon Ong, "MIML-FCN+: Multi-instance Multi-label Learning via Fully Convolutional Networks with Privileged Information", in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, USA, 2017.,2017. [PDF]

2016:

1. Hao Yang, Joey Tianyi Zhou, and Jianfei Cai. "Improving Multi-label Learning with Missing Labels byStructured Semantic Correlations", European Conference on Computer Vision（ECCV, Oral, Best Student Paper Nomination）, Amsterdam, 2016. [PDF]
2. Sharath Chandra Guntuku, Joey Tianyi Zhou*, Sujoy Roy, Weisi Lin, Ivor W. Tsang "Understanding Deep Representations Learned in Modeling User Likes,", IEEE Transactions on Image Processing (TIP), vvol. 25, no. 8, pp. 3762-3774, Aug. 2016. [PDF]
3. Xinxing Xu, Joey Tianyi Zhou Ivor W. Tsang, Zheng Qin, Rick Siow Mong Goh, Yong Liu. "Simple and Efficient Learning using Privileged Information", in the BeyoundLabler workshop of of the 25th International Joint Conference on Artificial Intelligence (IJCAI-16 Workshop Best Paper Award),, NYC, USA, 2016. [PDF]
4. Joey Tianyi Zhou , Xinxing Xu, Sinno J. Pan, Ivor W. Tsang, Zheng Qin, and Rick Siow Mong Goh. "Transfer Hashing with Privileged Information", in Proceedings of the 25th International Joint Conference on Artificial Intelligence (IJCAI),, NYC, USA, 2016. [PDF]
[Code]
5. Joey Tianyi Zhou , Sinno J. Pan, Ivor W. Tsang and Shen-Shyang Ho. "Transfer Learning for Cross-Language Text Categorization through Active Correspondences Construction", in Proceedings of the 28th AAAI Conference on Artificial Intelligences (AAAI),, pp. 2400-2406, Phoenix City, USA, February 12-17, 2016. [PDF]
[Code]
6. Hao Yang, Joey Tianyi Zhou, Yu Zhang, Bin-Bin Gao, Jianxin Wu, Jianfei Cai. "Exploit Bounding Box Annotations for Multi-label Object Recognition", IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, USA, 2016. [PDF]

2015 and earlier:

1. Joey Tianyi Zhou， Ivor W. Tsang, Sinno Jialin Pan and Mingkui Tan. "Heterogeneous Domain Adaptation for Multiple Classes", in Proceedings of the 17th International Conference on Artificial Intelligence and Statistics (AISTATS), , JMLR: W\&CP, pp, 1095-1103, Volume 33. Reykjavik, Iceland, Apr. 22-25, 2014. [PDF] [Code]
2. Joey Tianyi Zhou, Sinno Jialin Pan, Ivor W. Tsang and Yan Yan. "Hybrid Heterogeneous Transfer Learning through Deep Learning", in Proceedings of the 28th AAAI Conference on Artificial Intelligences (AAAI), , pp. 2213--2220, Quebec City, Quebec, Canada. July 27-31, 2014. [PDF]
[Code]
3. Ping Liu, Joey Tianyi Zhou, Ivor W. Tsang, Zibo Meng, Shizhong Han, Yan Tong, "Feature Disentangling Machine: A Novel Approach of Feature Selection and Disentangling in Facial Expression Analysis", European Conference on Computer Vision (ECCV), , pp. 151-166, Zurich, 2014. [PDF]
4. Sharath Chandra Guntuku*, Joey Tianyi Zhou*, Sujoy Roy, Weisi Lin, Ivor W. Tsang. "Investigating Deep Semantic Representations to Model Users `Likes'", in Asian Conference on Computer Vision (ACCV),pp. 3-18, 2014, Singapore. [PDF]
5. Joey Tianyi Zhou*, Sinno J. Pan, Qi Mao and Ivor W. Tsang, "Multi-view Positive and Unlabeled Learning", in in Proceedings of the 4th Asian Conference on Machine Learning, (ACML, Best Poster Honourable Mention) , Singapore, November 4-6, 2012. JMLR: W\&CP, pp, 555-570, Volume 25. [PDF] [Code]