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

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

1. 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】
2. 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】
3. 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】
4. 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】
5. 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】
6. 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】
7. 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】
8. 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】
9. 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】
10. 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】
11. 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】
12. 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】
13. 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】
14. 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