Qianru Sun (Post-Doc)
- Image Generation
- Image Classification
- Meta Learning
- Transfer Learning
- 2018.04 - now Joint Research Fellow, National University of Singapore & MPI for Informatics
- 2016.03 - 2018.03 Post-doc Researcher (Lise Meitner Award), MPI for Informatics
- 2010.09 - 2016.01 Ph.D. (top 10%), Peking University (PKU)
- 2014.10 - 2015.01 Exchange at The University of Tokyo
- 2006.09 - 2010.07 B.S. (rank 1/77), Nanjing University of Posts and Telecommunications (NUPT)
- ICCV 2019, CVPR 2018, ICCV 2017, Program Committee
- 2019, 2018 CVPR CV-COPS Workshop, Program Committee [link]
- 2018 ECCV CEFRL Workshop, Program Committee [link]
- 2019 CVPR, 2018 ECCV WiCV Workshop, Program Committee [link]
- SPLINE 2016, Technical Committee
- CAAI Transactions on Intelligence Technology, Editorial Board Member
- IEEE Trans. on PAMI, TMM, TCSVT, and IJCV, Reviewer
- 2018 Jun, ICMR 2018 Tutorial, Japan [slides]
- 2018 Lise Meitner Award Fellowship, Organization Committee [link]
- 2017 Dec, invited talk in DVMM, Columbia University, USA [slides]
- 2017 Jul, invited talk in the ODAR Workshop, CVPR'17, USA [slides]
- 2017 Jul, invited speaker in the Joint Lecture Series (MPI & Saarland University, 2017) [slides]
LCC: Learning to Customize and Combine Neural Networks for Few-Shot Learning
Yaoyao Liu, Qianru Sun, An-An Liu, Yuting Su, Bernt Schiele and Tat-Seng Chua
In submission, March 2019.
A Novel BiLevel Paradigm for Image-to-Image Translation
Liqian Ma, Qianru Sun, Bernt Schiele and Luc Van Gool
In submission, March 2019.
Learning a Disentangled Embedding for Monocular 3D Shape Retrieval and Pose Estimation
Kyaw Zaw Lin, Weipeng Xu, Qianru Sun, Christian Theobalt and Tat-Seng Chua
In submission, March 2019.
Meta-Transfer Learning for Few-Shot Learning
Qianru Sun, Yaoyao Liu, Tat-Seng Chua and Bernt Schiele
2019 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2019.
A Hybrid Model for Identity Obfuscation by Face Replacement
Qianru Sun, Ayush Tewari, Weipeng Xu, Mario Fritz, Christian Theobalt and Bernt Schiele
15th European Conference on Computer Vision, ECCV 2018.
Disentangled Person Image Generation
Liqian Ma, Qianru Sun, Stamatios Georgoulis, Luc Van Gool, Bernt Schiele and Mario Fritz
2018 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2018. (Spotlight)
[paper] [project page]
Natural and Effective Obfuscation by Head Inpainting
Qianru Sun, Liqian Ma, Seong Joon Oh, Luc Van Gool, Bernt Schiele and Mario Fritz
2018 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2018.
Pose Guided Person Image Generation
Liqian Ma, Xu Jia, Qianru Sun, Bernt Schiele, Tinne Tuytelaars and Luc Van Gool
The 31st Annual Conference on Neural Information Processing, NIPS 2017.
[paper] [poster] [slides] [code]
A Domain Based Approach to Social Relation Recognition
Qianru Sun, Bernt Schiele and Mario Fritz
2017 IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017.
[paper] [project page] [github]
Online Growing Neural Gas for Anomaly Detection in Changing Surveillance Scenes
Qianru Sun, Hong Liu and Tatsuya Harada
Pattern Recognition. April 2017, Volume 64, Pages 187-201.
Qianru Sun, Hong Liu, Liqian Ma and Tianwei Zhang. A Novel Hierarchical Bag-of-Words Model for Compact Action Representation. NeuroComputing, Volume 174 Part B, 22 January 2016, Pages 722–732. [paper]
Qianru Sun, Hong Liu, Mengyuan Liu and Tianwei Zhang. Activity Prediction by Mapping Key Grouplets to Recurrent Self-Organizing Map. NeuroComputing, Volume 177, 12 February 2016, Pages 427–440. [paper]
Mengyuan Liu, Hong Liu, Qianru Sun, Tianwei Zhang and Runwei Ding. Salient Pairwise Spatio-temporal Interest Points for Real-time Activity Recognition. CAAI Transactions on Intelligence Technology, Volume 1, Issue 1, January 2016, Pages 14–29. [paper]
Liqian Ma, Hong Liu, Liang Hu, Can Wang, and Qianru Sun. Orientation Driven Bag of Appearances for Person Re-identification. arXiv preprint arXiv:1605.02464. [paper]
Hong Liu, Mengyuan Liu and Qianru Sun. Learning Directional Co-occurrence for Human Action Classification. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2014), May 4-9, 2014, Florence, Italy. [paper]
Mengyuan Liu, Hong Liu and Qianru Sun. Action Classification by Exploring Directional Co-occurrence of Weighted STIPS. IEEE International Conference on Image Processing (ICIP 2014), Paris, France. [paper]
Yuke Sun, Hong Liu and Qianru Sun. Online Learning on Incremental Distance Metric for Person Re-identification. International Conference on Robotics and Biomimetics (ROBIO 2014), December 5-10, 2014, Bali, Indonesia. [paper]
Hong Liu, Qiaoduo Zhang and Qianru Sun. Human Action Classification Based on Sequential Bag-of-Words Model. International Conference on Robotics and Biomimetics (ROBIO 2014), December 5-10, 2014, Bali, Indonesia. [paper]
Hong Liu, Zilin Liang and Qianru Sun. Robust Tracking with Discriminative Ranking Middle-level Patches. International Journal of Advanced Robotic Systems, 2014, 11:68. doi: 10.5772/ 58430. [paper]
Qianru Sun, Wenmin Wang and Hong Liu. A study of human actions representation in video sequences. CAAI Transactions on Intelligent Systems, 8(3): 189-198, June 2013.
Qianru Sun, Hong Liu. Inferring Ongoing Human Activities Based on Recurrent Self-Organizing Map Trajectory. The 24th British Machine Vision Conference (BMVC 2013), Pages 11.1-11.10, September 9-13, 2013, Bristol, U.K. [paper]
Qianru Sun, Hong Liu. Learning Spatio-Temporal Co-occurrence Correlograms for Efficient Human Action classification. IEEE International Conference on Image Processing (ICIP 2013), Pages 3220-3224, September 15-18, 2013, Melbourne, Australia. [paper]
Qianru Sun, Hong Liu. Action Disambiguation Analysis Using Normalized Google-Like Distance Correlogram. The 11th Asian Conference on Computer Vision (ACCV 2012 oral), Pages 425-437, November 5-9, 2012, Daejeon, Korea. (Acceptance Rate 3.6%) [paper]