I am a tenure-track Assistant Professor in the School of Computing and Information Systems, Singapore Management University. Here is my faculty profile. From 2018 to 2019, I was a Joint Research Fellow working with Prof. Tat-Seng Chua at the National University of Singapore and Prof.Dr. Bernt Schiele at the MPI for Informatics. From 2016 to 2018, I held the Lise Meitner Award Fellowship and worked with Prof.Dr. Bernt Schiele and Prof. Dr. Mario Fritz at the MPI for Informatics. I got my Ph.D. degree from Peking University in 2016 and my thesis was advised by Prof. Hong Liu. In 2014, I was a visiting student advised by Prof. Tatsuya Harada at the University of Tokyo. My research interests are computer vision and machine learning that aim to develop efficient algorithms and systems for visual understanding.
qianrusun AT smu DOT edu DOT sg
Adaptive Aggregation Networks for Class-Incremental Learning
Yaoyao Liu, Bernt Schiele, Qianru Sun
2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR'21. (23.7%)
[pre-print]
[code]
Counterfactual Zero-Shot and Open-Set Visual Recognition
Zhongqi Yue, Tan Wang, Qianru Sun, Xian-Sheng Hua, Hanwang Zhang
2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR'21. (23.7%)
[pre-print]
[code]
Causal Intervention for Weakly-Supervised Semantic Segmentation
Dong Zhang, Hanwang Zhang, Jinhui Tang, Xian-Sheng Hua, Qianru Sun
Neural Information Processing Systems, NeurIPS'20. (Oral Presentation, 1.1%)
[pre-print]
[code]
Interventional Few-Shot Learning
Zhongqi Yue, Hanwang Zhang, Qianru Sun, Xian-Sheng Hua
Neural Information Processing Systems, NeurIPS'20. (Poster Presentation, 20.1%)
[pre-print]
[code]
Meta-Transfer Learning through Hard Tasks
Qianru Sun, Yaoyao Liu, Zhaozheng Chen, Tat-Seng Chua, Bernt Schiele
IEEE Transactions on Pattern Analysis and Machine Intelligence, 21 Aug 2020.
doi:10.1109/TPAMI.2020.3018506
[pre-print]
A Hybrid Model for Identity Obfuscation by Face Replacement
Qianru Sun, Ayush Tewari, Weipeng Xu, Mario Fritz, Christian Theobalt, Bernt Schiele
The 15th European Conference on Computer Vision, ECCV'18.
[paper]
[decoder code]
Natural and Effective Obfuscation by Head Inpainting
Qianru Sun, Liqian Ma, Seong Joon Oh, Luc Van Gool, Bernt Schiele, Mario Fritz
2018 IEEE Conference on Computer Vision and Pattern Recognition, CVPR'18.
[paper]
[decoder code]
[PDM code]
Online Growing Neural Gas for Anomaly Detection in Changing Surveillance Scenes
Qianru Sun, Hong Liu, Tatsuya Harada
Pattern Recognition. April 2017, Volume 64, Pages 187-201.
[paper]