Yunpeng Chen (陈云鹏)
I'm Yunpeng CHEN, a senior research scientist at YITU Teach. I received my Ph.D. from National University of Singapore (NUS), advised by Assistant Professor Jiashi Feng and Associate Professor Shuicheng Yan. I earned my bachelor's degree from Huazhong University of Science and Technology (HUST) in 2015, advised by Associate Professor Fuhao Zou.
I was a research intern at Facebook AML working with Yannis Kalantidis, Zhicheng Yan and Marcus Rohrbach. Before that, I did an summer internship at The University of Hong Kong (HKU) with Professor Wenping Wang in 2014.
chenyunpeng AT u DOT nus DOT edu Google ScholarResearch Interest
My general research interests lie at the intersection of deep learning and computer vision.
Recently, I focus on:
- Face Recognition
- Person Re-identification
- Action Recognition
- Deep learning architecture engineering and searching
News
- Winner of ACM MM'20 Large-scale Human-centric Video Analysis in Complex Events
- Two papers are accepted by ECCV 2020
- One paper is accepted by CVPR 2020
Selected Publications
2020
Rethinking Bottleneck Structure for Efficient Mobile Network Design
Daquan Zhou, Qibin Hou, Yunpeng Chen, Jiashi Feng, Shuicheng Yan
European Conference on Computer Vision (ECCV), 2020
Highly Efficient Salient Object Detection with 100K Parameters
Shanghua Gao, Yongqiang Tan, Mingming Cheng, Chengze Lu, Yunpeng Chen, Shuicheng Yan
European Conference on Computer Vision (ECCV), 2020
Adversarial NAS: Adversarial Neural Architecture Search for GANs
Chen Gao, Yunpeng Chen, Si Liu, Zhenxiong Tan, Shuicheng Yan
IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2020
2019
Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution
Yunpeng Chen, Haoqi Fan, Bing Xu, Zhicheng Yan, Yannis Kalantidis, Marcus Rohrbach, Shuicheng Yan, Jiashi Feng
IEEE International Conference on Computer Vision (ICCV), 2019
Graph-Based Global Reasoning Networks
Yunpeng Chen, Marcus Rohrbach, Zhicheng Yan, Shuicheng Yan, Jiashi Feng, Yannis Kalantidis
IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2019
Task Relation Networks
Jianshu Li, Pan Zhou, Yunpeng Chen, Jian Zhao, Sujoy Roy, Yan Shuicheng, Jiashi Feng, and Terence Sim
IEEE Winter Conference on Applications of Computer Vision (WACV), 2019
Dynamic Feature Fusion for Semantic Edge Detection
Yuan Hu, Yunpeng Chen, Xiang Li, and Jiashi Feng
International Joint Conference on Artificial Intelligence (IJCAI), 2019
Deep Reasoning with Multi-Scale Context for Salient Object Detection
Zun Li, Congyan Lang, Yunpeng Chen, Junhao Liew, and Jiashi Feng
arXiv preprint arXiv:1901.08362, 2019
2018
A2-Nets: Double Attention Networks
Yunpeng Chen, Yannis Kalantidis, Jianshu Li, Shuicheng Yan, Jiashi Feng
Neural Information Processing Systems (NIPS), 2018
Multi-Human Parsing Machines
Jianshu Li, Jian Zhao, Yunpeng Chen, Sujoy Roy, Shuicheng Yan, Jiashi Feng, Terence Sim
ACM Multimedia Conference (MM), 2018
2017
Training Group Orthogonal Neural Networks with Privileged Information
Yunpeng Chen, Xiaojie Jin, Jiashi Feng, Shuicheng Yan
International Joint Conference on Artificial Intelligence (IJCAI), 2017 (oral)
[PDF]
Multi-path feedback recurrent neural network for scene parsing
Xiaojie Jin, Yunpeng Chen, Jiashi Feng, Zequn Jie, Shuicheng Yan
AAAI Conference on Artificial Intelligence (AAAI), 2017 (oral)
[PDF]
2016
STC: A simple to complex framework for weakly-supervised semantic segmentation
Yunchao Wei, Xiaodan Liang, Yunpeng Chen, Xiaohui Shen, Ming-Ming Cheng, Jiashi Feng, Yao Zhao, Shuicheng Yan
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016
[PDF]
Learning to Segment Human by Watching YouTube
Xiaodan Liang, Yunchao Wei, Liang Lin, Yunpeng Chen, Xiaohui Shen, Jianchao Yang, Shuicheng Yan
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016
[PDF]
Learning to segment with image-level annotations
Yunchao Wei, Xiaodan Liang, Yunpeng Chen, Zequn Jie, Yanhui Xiao, Yao Zhao, Shuicheng Yan
Pattern Recognition (PR), 2016
[PDF]
Collaborative Layer-wise Discriminative Learning in Deep Neural Networks
Xiaojie Jin, Yunpeng Chen, Jian Dong, Jiashi Feng, Shuicheng Yan
European Conference on Computer Vision (ECCV), 2016
[PDF]
2015
Compact Image Fingerprint Via Multiple Kernel Hashing
Fuhao Zou, Yunpeng Chen, Jingkuan Song, Ke Zhou, Yang Yang, Nicu Sebe
IEEE Transactions on Multimedia (TMM), 2015
[PDF]
2011
Online Image Classifier Learning for Google Image Search Improvement
Yuchai Wan, Xiabi Liu, Jie Bing, Yunpeng Chen
IEEE International Conference on Information and Automation (ICIA), 2011
[PDF]
Selected Awards
- 2018 PREMIA Best Student Conference Paper Award
- 2017 Winner Prize of Object Localization Task (2a/2b) in ILSVRC 2017, Team: NUS_Qihoo_DPNs
- 2015 Winner Prize of Scene Classification Task (with extra data) in ILSVRC 2015, Team: NEIOP
- 2015 President's Graduate Fellowship (2015 to present)
- 2014 National Scholarship
- 2012 Outstanding Student, Huazhong University of Science and Technology (2012 to 2015)
Work Experience
- 2018-2018: Research Intern at Facebook Applied Machine Learning (AML)
- 2014-2014: Research Assistant at The University of Hong Kong
- 2012-2015: Research Assistant at Huazhong University of Science and Technology
Teaching Assistant
- CG3207: Computer Architecture (Sem. 1, 2017 - 2017)
- EE2024: Programming for Computer Interfaces (2016 - 2017)