Yaoyao Liu's Homepage

About Me

I am a Ph.D. candidate in Computer Science at Max Planck Institute for Informatics, working with Prof. Dr. Bernt Schiele and Prof. Qianru Sun. From 2018 to 2019, I was a research intern at the National University of Singapore, working with Prof. Tat-Seng Chua and Prof. Qianru Sun. I obtained my bachelor’s degree from Tianjin University.

My research lies at the intersection of computer vision and machine learning – with a special focus on building intelligent visual systems that are continual and data-efficient. My research interests include few-shot learning, class-incremental learning, semi-supervised learning, and image generation.

News

[Mar. 2021] Our paper about class-incremental learning is accepted to CVPR 2021.
[Aug. 2020] Our paper about few-shot learning is accepted to IEEE TPAMI.
[July 2020] Our paper about few-shot learning is accepted to ECCV 2020.
[Feb. 2020] Our paper about class-incremental learning is accepted to CVPR 2020.
[Feb. 2020] We will host the ACM Multimedia Asia 2020 conference in Singapore!
[Sept. 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

Adaptive Aggregation Networks for Class-Incremental Learning
Yaoyao Liu, Bernt Schiele, Qianru Sun
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
[PDF] [Code] [Project] [BibTex] Stars on GitHub
Meta-Transfer Learning through Hard Tasks
Qianru Sun*, Yaoyao Liu*, Zhaozheng Chen, Tat-Seng Chua, Bernt Schiele
(*=Equal contribution)
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020.
[PDF] [IEEE Xplore] [Code] [BibTex]
An Ensemble of Epoch-wise Empirical Bayes for Few-shot Learning
Yaoyao Liu, Bernt Schiele, Qianru Sun
European Conference on Computer Vision (ECCV), 2020.
[PDF] [Code] [Project] [BibTex]
Mnemonics Training: Multi-Class Incremental Learning without Forgetting
Yaoyao Liu, Yuting Su, An-An Liu, Bernt Schiele, Qianru Sun
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
[PDF] [Code] [Project] [BibTex] 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
Thirty-third Conference on Neural Information Processing Systems (NeurIPS), 2019.
[PDF] [Code] [Project] [BibTex]
Meta-Transfer Learning for Few-Shot Learning
Qianru Sun*, Yaoyao Liu*, Tat-Seng Chua, Bernt Schiele
(*=Equal contribution)
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
[PDF] [Code] [Project] [Media Coverage at NUS] [BibTex] Stars on GitHub

Services

Conference Co-organizer

ACM MM Asia 2020

Conference Senior PC Member

IJCAI 2021

Yaoyao Liu