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Mingkuan     Yuan     [Google Profile]   [中文版]



Master 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: yuanmingkuan@pku.edu.cn
















Research Directions

  • Text-to-image Synthesis
  • Transfer Learning

Education

  • Master, Computer Application Technology, Wangxuan Institute of Computer Technology, Peking University, 2016 - 2020
  • B.S., Microelectronics, School of Software and Microelectronics, Northwestern Polytechnical University, 2012 - 2016

Awards

  • 2019     Award for Scientific Research of Peking University
  • 2018     Excellent Paper of Institute of Computer Science and Technology, Peking University
  • 2017     Principle Scholarship of Peking University
  • 2016     Principle Scholarship of Peking University
  • 2016     Outstanding Graduate of Northwestern Polytechnical University
  • 2014     National Scholarship
  • 2013     Ricoh First Class Scholarship of Northwestern Polytechnical University

Publication

  1. Mingkuan Yuan and Yuxin Peng, "Bridge-GAN: Interpretable Representation Learning for Text-to-image Synthesis", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Vol. 30, No. 11, pp. 4258-4268, Nov. 2020.(SCI, EI)【pdf】【source code】
  2. Mingkuan Yuan and Yuxin Peng, "CKD: Cross-task Knowledge Distillation for Text-to-image Synthesis", IEEE Transactions on Multimedia (TMM), Vol. 22, No. 8, pp. 1955-1968, Aug. 2020.(SCI, EI)【pdf】【source code】
  3. Mingkuan Yuan and Yuxin Peng, "Text-to-image Synthesis via Symmetrical Distillation Networks", 26th ACM Multimedia Conference (ACM MM), pp. 1407-1415, Seoul, Korea, Oct. 22-26, 2018.(Oral, Full Paper)(EI)【pdf】
  4. 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】
  5. Jian Zhang, Yuxin Peng and Mingkuan Yuan, "SCH-GAN: Semi-supervised Cross-modal Hashing by Generative Adversarial Network", IEEE Transactions on Cybernetics (TCYB), Vol. 50, No. 2, pp. 489-502, Feb. 2020.(SCI, EI)【pdf】【source code】
  6. 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】
  7. Jian Zhang, Yuxin Peng and Mingkuan Yuan, "Unsupervised Generative Adversarial Cross-modal Hashing", 32nd AAAI Conference on Artificial Intelligence (AAAI), pp. 539-546, New Orleans, Louisiana, USA, Feb. 2–7, 2018.(Full Paper)(EI)【pdf】【source code】

Personal Interests

  • Photography
  • Music

北京大学王选计算机研究所多媒体信息处理研究室