Xin Huang [Google Profile] [中文版]
Ph.D. Candidate (Supervisor: Prof. Yuxin Peng)
Multimedia Information Processing Lab
Wangxuan Institute of Computer Technology
Peking University
No. 128, Zhong-Guan-Cun North Street
Beijing 100080, China
E-mail: huangxin_14@pku.edu.cn
Multimedia Information Processing Lab
Wangxuan Institute of Computer Technology
Peking University
No. 128, Zhong-Guan-Cun North Street
Beijing 100080, China
E-mail: huangxin_14@pku.edu.cn
Wangxuan Institute of Computer Technology
Peking University
No. 128, Zhong-Guan-Cun North Street
Beijing 100080, China
E-mail: huangxin_14@pku.edu.cn
Research Directions
- Cross-media Generation and Reasoning
- Transfer Learning
Education
- Ph.D., Computer Application Technology, Wangxuan Institute of Computer Technology, Peking University, 2014 - 2020
- B.S., Computer Science and Technology, EECS, Peking University, 2010 - 2014
Awards
- 2019 Presidential Scholarship for Ph.D. Candidates
- 2019 Award for Scientific Research of Peking University
- 2018 Award for Scientific Research of Peking University
- 2016 Yang Fuqing & Wang Yangyuan Academician Scholarship of Peking University
- 2015 Excellent Student of Institute of Computer Science and Technology, Peking University
- 2014 Wang Xuan Scholarship of Institute of Computer Science and Technology, Peking University
- 2014 Outstanding Graduate of Peking University
- 2013 May 4th Scholarship of Peking University
- 2011 The Okamatsu Scholarship of Peking University
Publication
- Xin Huang, Yuxin Peng and Zhang Wen, "Visual–Textual Hybrid Sequence Matching for Joint Reasoning", IEEE Transactions on Cybernetics (TCYB), Vol. 51, No. 12, pp. 5692-5705, Dec. 2021.【pdf】【source code】
- Xin Huang, Yuxin Peng and Zhang Wen, "RCE-HIL: Recognizing Cross-media Entailment with Heterogeneous Interactive Learning", ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), Vol. 16, No. 1, p. 5, Feb. 2020.(SCI, EI)【pdf】【source code】
- Kangle Deng, Tianyi Fei, Xin Huang and Yuxin Peng, "IRC-GAN: Introspective Recurrent Convolutional GAN for Text-to-video Generation", 28th International Joint Conference on Artificial Intelligence (IJCAI), pp. 2216-2222, Macao, China, Aug. 10-16, 2019.(Oral, Full Paper)(EI)【pdf】
- Xin Huang and Yuxin Peng, "TPCKT: Two-level Progressive Cross-media Knowledge Transfer", IEEE Transactions on Multimedia (TMM), Vol. 21, No. 11, pp. 2850-2862, Nov. 2019.(SCI, EI)【pdf】【source code】
- Xin Huang, Yuxin Peng and Mingkuan Yuan, "MHTN: Modal-adversarial Hybrid Transfer Network for Cross-modal Retrieval", IEEE Transactions on Cybernetics (TCYB), Vol. 50, No. 3, pp. 1047-1059, Mar. 2020.(SCI, EI)【pdf】【source code】
- Xin Huang and Yuxin Peng, "Deep Cross-media Knowledge Transfer", 31st IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 8837–8846, Salt Lake City, Utah, USA, Jun. 18-22, 2018.(Spotlight, Full Paper)(EI)【pdf】【source code】
- Xin Huang, Yuxin Peng and Mingkuan Yuan, "Cross-modal Common Representation Learning by Hybrid Transfer Network", 26th International Joint Conference on Artificial Intelligence (IJCAI), pp. 1893-1900, Melbourne, Australia, Aug. 19-25, 2017.(Oral, Full Paper)(EI)【pdf】【source code】
- Xin Huang and Yuxin Peng, "Cross-modal Deep Metric Learning with Multi-task Regularization", 18th IEEE International Conference on Multimedia and Expo (ICME), pp. 943-948, Hong Kong, Jul. 10-14, 2017.(Full Paper)(EI)【pdf】
- Yuxin Peng, Xin Huang and Yunzhen Zhao, "An Overview of Cross-media Retrieval: Concepts, Methodologies, Benchmarks, and Challenges", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 28, No. 9, pp. 2372-2385, Sep. 2018.(SCI, EI)【pdf】【dataset】
- Yuxin Peng, Xin Huang and Jinwei Qi, "Cross-media Shared Representation by Hierarchical Learning with Multiple Deep Networks", 25th International Joint Conference on Artificial Intelligence (IJCAI), pp. 3846-3853 , New York City, New York, USA, Jul. 9-15, 2016.(Oral, Full Paper)(EI)【pdf】【source code】
- Yuxin Peng, Jinwei Qi, Xin Huang and Yuxin Yuan, "CCL: Cross-modal Correlation Learning with Multigrained Fusion by Hierarchical Network", IEEE Transactions on Multimedia (TMM), Vol. 20, No. 2, pp. 405-420, Feb. 2018.(SCI,EI)【pdf】【source code】
- Yuxin Peng, Xiaohua Zhai, Yunzhen Zhao and Xin Huang, "Semi-Supervised Cross-Media Feature Learning with Unified Patch Graph Regularization", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 26, No. 3, pp. 583-596 , Mar. 2016.(SCI, EI)【pdf】【source code】
- 彭宇新, 綦金玮, 黄鑫, "多媒体内容理解的研究现状与展望", 计算机研究与发展 (60周年特刊特邀综述论文), 2019年1月, 第56卷第1期, 183~208页.(EI)【pdf】
- Jinwei Qi, Xin Huang and Yuxin Peng, "Cross-media Similarity Metric Learning with Unified Deep Networks", Multimedia Tools and Applications (MTAP), Vol. 76, No. 23, pp. 25109-25127, Dec. 2017.(SCI,EI)【pdf】
Personal Interests
- Music
- Philosophy