Bin Deng

Bin Deng

Lecturer

Wuyi University

Biography

I am currently a lecturer at Wuyi University. I obtained my Ph.D. from the South China University of Technology in 2024, under the supervision of Prof. Kui Jia, and my Master’s degree from Shenzhen University in 2018, under the supervision of Prof. Sen Jia. My current research interests include out-of-distribution (OOD) generalization, robust pattern recognition, and adaptable machine learning. I also serve as a reviewer for several top conferences and journals, including ICML, NeurIPS, ICLR, CVPR, ICCV, ECCV, AAAI, TMLR, IEEE TIP, IEEE TGRS, IEEE J-STARS, and IEEE GRSL.

Download my CV (English) or 简历（中文）.

Interests
  • Machine Learning
  • Pattern Recognition
  • Hyperspectral Image Processing
Education

  • PhD in Information and Communication Engineering, 2020 - 2024

    South China University of Technology

  • MEng in Pattern Recognition and Intelligent System, 2015 - 2018

    ShenZhen University

  • Exchange Study, 2016.12 - 2017.02

    Kazan Federal University

  • BSc in Information and Computing Science, 2011 - 2015

    South China Agricultural University

Recent Publications

Quickly discover relevant content by filtering publications.
Universal Domain Adaptation from Foundation Models: A Baseline Study
arVix, 2023
Bin Deng, Kui Jia
PDF Cite Code
Counterfactual Supervision-Based Information Bottleneck for Out-of-Distribution Generalization
Entropy, 2023
Bin Deng, Kui Jia
PDF Cite Code DOI
On Universal Black-Box Domain Adaptation
arVix, 2021
Bin Deng, Yabin Zhang, Hui Tang, Changxing Ding, Kui Jia
PDF Cite Code
Unsupervised Multi-Class Domain Adaptation: Theory, Algorithms, and Practice
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Yabin Zhang, Bin Deng, Hui Tang, Lei Zhang, Kui Jia
PDF Cite Code Slides DOI
Unsupervised Multi-Class Domain Adaptation: Theory, Algorithms, and Practice
Label Propagation with Augmented Anchors: A Simple Semi-supervised Learning Baseline for Unsupervised Domain Adaptation
European Conference on Computer Vision (ECCV), 2020
Yabin Zhang, Bin Deng, Kui Jia, Lei Zhang
PDF Cite Code
Label Propagation with Augmented Anchors: A Simple Semi-supervised Learning Baseline for Unsupervised Domain Adaptation
DETECT: A Deep Discriminative Clustering Baseline for Unsupervised and Universal Domain Adaptation
Technical Report, 2020-06-15
Bin Deng, Yabin Zhang, Kui Jia
PDF Cite Slides
DETECT: A Deep Discriminative Clustering Baseline for Unsupervised and Universal Domain Adaptation
Deep Metric Learning-Based Feature Embedding for Hyperspectral Image Classification
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2019
Bin Deng, Sen Jia, Daming Shi
PDF Cite Code DOI
Deep Metric Learning-Based Feature Embedding for Hyperspectral Image Classification
See all publications

Awards

Excellent Graduates
Shenzhen University Jun 2018
National Scholarship
Ministry of Education of the People’s Republic of China Oct 2017
Excellent Students of Guangdong Province for the 2017-2018 academic year (Graduate level)
Department of Education of Guangdong Province Sep 2017 – Jun 2018
Only 256 graduate students award in Guangdong province in the year 2018.

Experience

 
 
 
 
 
Research Assistant
South China University of Technology
May 2019 – Aug 2020 Guangzhou
Research direction to be domain adaptation
 
 
 
 
 
Research Assistant
Shenzhen University
Jul 2018 – May 2019 Shenzhen
Research direction to be hyperspectral image classification

Contact