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- Computer Vision: image recognition, image generation, video captioning
- Machine Learning: meta-learning, incremental learning, transfer learning
- [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.
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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
33rd 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
IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2019.
[PDF] [Code] [Project] [Poster]
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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]
- Co-organizer: ACM MM Asia 2020.
- Conference Reviewers: NeurIPS 2020, and CVPR 2020.
- Journal Reviewers: T-PAMI, and IJCV.