Yibo Yang (杨一博)

Peking University

Short Biography

Currently, I am a Ph.D. candidate student (direct-promotion) at Center for Data Science, Academy for Advanced Interdisciplinary Studies, Peking University. I am co-supervised by Prof. Zhouchen Lin and Prof. Dongmin Chen, and do researches in computer vision and machine learning. I received my bachelor’s degree of applied physics from Nanjing University of Information Science & Technology in 2016.

Looking for job and post-doc opportunities. If you are intrested, please contact me.

Research Interests

My research interests include CNN architectures, scene understanding, and learning based optimization.

Publications

(* denotes equal contributions)

Towards Improving the Consistency, Efficiency, and Flexibility of Differentiable Neural Architecture Search

2021

Yibo Yang, Shan You, Hongyang Li, Fei Wang, Chen Qian, Zhouchen Lin

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021

Key Words:

  • CNN Architecture
  • NAS

Links:

Recurrent Learning with Clique Structures for Prostate Sparse‐view CT Artifacts Reduction

2021

Tiancheng Shen, Yibo Yang, Zhouchen Lin, Mingbin Zhang

IET Image Processing, 2021

Key Words:

  • CliqueNet Architecture
  • Medical Image

Links:

Explicitly Learning Topology for Differentiable Neural Architecture Search

2020

Tao Huang, Shan You, Yibo Yang, Zhuozhuo Tu, Fei Wang, Chen Qian, Changshui Zhang

ArXiv preprint, 2020

Key Words:

  • CNN Architecture
  • NAS

Links:

ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding

2020

Yibo Yang, Hongyang Li, Shan You, Fei Wang, Chen Qian, Zhouchen Lin

Advances in Neural Information Processing Systems (NeurIPS), 2020

Key Words:

  • CNN Architecture
  • NAS
  • Sparse Recovery

Links:

Spatial Pyramid Based Graph Reasoning for Semantic Segmentation

2020

Xia Li*, Yibo Yang*, Qijie Zhao, Tiancheng Shen, Zhouchen Lin, Hong Liu

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020

Key Words:

  • Semantic Segmentation
  • Graph Convolution Network
  • Spatial Pyramid

Links:

SOGNet: Scene Overlap Graph Network for Panoptic Segmentation

2020

(The method in this paper also won the Most Innovative Award in COCO 2019 challenge, team: PKU_ZERO)

Yibo Yang, Hongyang Li, Xia Li, Qijie Zhao, Jianlong Wu, Zhouchen Lin

AAAI Conference on Artificial Intelligence (AAAI), 2020

Key Words:

  • Panoptic Segmentation
  • Scene Graph
  • Overlap Relation

Links:

Dynamical System Inspired Adaptive Time Stepping Controller for Residual Network Families

2020

Yibo Yang, Jianlong Wu, Hongyang Li, Xia Li, Tiancheng Shen, Zhouchen Lin

AAAI Conference on Artificial Intelligence (AAAI), 2020

Key Words:

  • Network Analysis
  • Dynamical System
  • Ordinary Differential Equation

Links:

Expectation-Maximization Attention Networks for Semantic Segmentation

2019

Xia Li, Zhisheng Zhong, Jianlong Wu, Yibo Yang, Zhouchen Lin , Hong Liu

IEEE/CVF International Conference in Computer Vision (ICCV), 2019, Oral Presentation (4.3%)

Key Words:

  • Semantic Segmentation
  • Expectation maximization
  • Attention Network

Links:

Joint Sub-bands Learning with Clique Structures for Wavelet Domain Super-resolution

2018

Zhisheng Zhong, Tiancheng Shen, Yibo Yang, Zhouchen Lin, Chao Zhang

Advances in Neural Information Processing Systems (NeurIPS), 2018

Key Words:

  • Super Resolution
  • CliqueNet Architecture
  • Wavelet Domain

Links:

Optimization algorithm inspired deep neural network structure design

2018

Huan Li*, Yibo Yang*, Dongmin Chen, Zhouchen Lin

Asian Conference on Machine Learning (ACML), 2018, Oral Presentation

Key Words:

  • Network Analysis
  • Optimization Inspired
  • Optimization Algorithm

Links:

Convolutional neural networks with alternately updated clique

2018

(This paper also won the Most Popular Poster Award in VALSE 2018)

Yibo Yang, Zhisheng Zhong, Tiancheng Shen, Zhouchen Lin

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018, Oral Presentation (2.1%)

Key Words:

  • Image Recognition
  • CliqueNet Architecture
  • Network Analysis

Links:

Selected Awards

Ph.D. Student Presidential Scholarship in Peking University for 2020-2021

2020

Peking University

Outstanding Academic Award in Peking University for 2018-2019

2019

Peking University

Most Popular Poster Award in VALSE 2018, Second Prize (top-2 in 145 posters)

2018

VALSE 2018

Team Members: Yibo Yang, Zhisheng Zhong, Tiancheng Shen, Zhouchen Lin

American Interdisciplinary Contest in Modeling, Finalist Award (1%)

2015 (undergraduate)

COMAP

Team Members: Yibo Yang, Yudong Luo, Jilin Wang

Jiangsu Provincial Advanced Mathematics Contest, Second Prize

2014 (undergraduate)

Jiangsu Provincial Merit Student

2014 (undergraduate)

National Scholarship

2014 (undergraduate)

Academic Services

Reviewer for conferences:
International Conference on Computer Vision (ICCV, 2021);
International Conference on Machine Learning (ICML, 2021, 2020);
IEEE Conference on Computer Vision and Pattern Recognition (CVPR, 2021);
International Conference on Learning Representations (ICLR, 2021);
Advances in Neural Information Processing Systems (NeurIPS, 2020/2019);
International Joint Conferences on Artificial Intelligence (IJCAI, 2021/2019);

Reviewer for journals:
International Journal of Computer Vision (IJCV), IEEE Transactions on Image Processing (TIP), IEEE Transactions on Neural Networks and Learning Systems (TNNLS), IEEE ACCESS;