Yaoyao Liu

Research Interests

• Computer Vision: image recognition, image generation, video captioning
• Machine Learning: meta-learning, incremental learning, transfer learning

News

• [Feb 2020] Our paper about incremental learning is accepted to CVPR 2020.
• [Feb 2020] We will host the ACM Multimedia Asia 2020 conference in Singapore!
• [Sep 2019] Our paper about few-shot learning is accepted to NeurIPS 2019.
• [Mar 2019] Our paper about few-shot learning is accepted to CVPR 2019.

Publications

• Mnemonics Training: Multi-Class Incremental Learning without Forgetting
  Yaoyao Liu, Yuting Su, An-An Liu, Bernt Schiele, Qianru Sun
  IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2020.
  [PDF] [Code] [Project] Oral Presentation

• Learning to Self-Train for Semi-Supervised Few-Shot Classification
  Xinzhe Li, Qianru Sun, Yaoyao Liu, Shibao Zheng, Qin Zhou, Tat-Seng Chua, Bernt Schiele
  33^rd Conference on Neural Information Processing Systems. NeurIPS 2019.
  [PDF] [Code] [Poster]

• Meta-Transfer Learning for Few-Shot Learning
  Qianru Sun*, Yaoyao Liu*, Tat-Seng Chua, Bernt Schiele
  (*=Equal contribution)
  IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2019.
  [PDF] [Code] [Project] [Poster] Stars on GitHub

• An Ensemble of Epoch-Wise Empirical Bayes for Few-Shot Learning
  Yaoyao Liu, Bernt Schiele, Qianru Sun
  Under review. [PDF] [Code] [Project]

• Meta-Transfer Learning through Hard Tasks
  Qianru Sun*, Yaoyao Liu*, Zhaozheng Chen, Tat-Seng Chua, Bernt Schiele
  (*=Equal contribution)
  Under review. [PDF]

• Generating Face Images with Attributes for Free
  Yaoyao Liu, Xiangnan He, An-An Liu, Yuting Su, Tat-Seng Chua, Qianru Sun
  Under review.

• NUS-TJU @ The 2^nd MSR Video to Language Challenge
  An-An Liu, Ning Xu, Yurui Qiu, Xinhui Li, Mengjie Li, Yaoyao Liu, Yongkang Wong, Weizhi Nie, Yuting Su, Mohan S. Kankanhalli
  Technical Report for ACM MM 2017 Challenge. [PDF] [Link]

Patents

• Video Understanding Method Based on Deep Learning
  Yuting Su, Yaoyao Liu, An-An Liu
  Pending, Application Number: CN201711053056.3 [Link]

• LSTM-Network-Based Multi-Label Video Event Detection Method
  Yuting Su, Yaoyao Liu, An-An Liu
  Pending, Application Number: CN201711053139.2 [Link]

Selected Talks

• Learning to Self-Train for Semi-Supervised Few-Shot Classification
  NeurIPS Official Meetups
  Beijing, China, December 2019 [Slides]

• Multi-Class Incremental Learning
  School of Computer Science and Engineering, Nanyang Technological University
  Singapore, July 2019 [Slides]

• Meta-Transfer Learning for Few-Shot Learning
  School of Computing, National University of Singapore
  Singapore, April 2019 [Slides]

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