World's Best Scientists 2026 revealed!

D-Index & Metrics

Computer Science

D-Index
35
Citations
4014
World Ranking
11835
National Ranking
1472

Overview

Xiaolin Huang is affiliated with Shanghai Jiao Tong University in China. The primary field of research for Xiaolin Huang is Computer Science, with a total of 235 publications. Their work spans several focused subfields, including Artificial Intelligence, Computer Vision and Pattern Recognition, Biomedical Engineering, Radiology, Nuclear Medicine and Imaging, as well as Control and Systems Engineering.

The research topics covered by Xiaolin Huang include:

  • Adversarial Robustness in Machine Learning
  • Anomaly Detection Techniques and Applications
  • Advanced Neural Network Applications
  • Domain Adaptation and Few-Shot Learning
  • Machine Learning and ELM
  • Image Enhancement Techniques
  • Face and Expression Recognition

The scientist has authored papers published in a variety of venues. The most frequent publication venues are:

  • arXiv (Cornell University)
  • IEEE Transactions on Pattern Analysis and Machine Intelligence
  • Pattern Recognition
  • SSRN Electronic Journal
  • Machine Learning

Selected recent papers authored by or involving Xiaolin Huang include:

  • Real-time Image Smoothing via Iterative Least Squares, 2020, ACM Transactions on Graphics
  • A Generalized Framework for Edge-Preserving and Structure-Preserving Image Smoothing, 2021, IEEE Transactions on Pattern Analysis and Machine Intelligence
  • Random Features for Kernel Approximation: A Survey on Algorithms, Theory, and Beyond, 2021, IEEE Transactions on Pattern Analysis and Machine Intelligence
  • Universal Adversarial Attack on Attention and the Resulting Dataset DAmageNet, 2020, IEEE Transactions on Pattern Analysis and Machine Intelligence
  • Learning Tubule-Sensitive CNNs for Pulmonary Airway and Artery-Vein Segmentation in CT, 2021, IEEE Transactions on Medical Imaging

Frequent co-authors collaborating with Xiaolin Huang include:

  • Jie Yang
  • Kun Fang
  • Yingwen Wu
  • Sizhe Chen
  • Johan A. K. Suykens

Best Publications

  • Support Vector Machine Classifier With Pinball Loss

    Xiaolin Huang;Lei Shi;Johan A. K. Suykens

  • Data-driven robust optimization based on kernel learning

    Chao Shang;Xiaolin Huang;Fengqi You

  • Random Features for Kernel Approximation: A Survey on Algorithms, Theory, and Beyond.

    Fanghui Liu;Xiaolin Huang;Yudong Chen;Johan A. K. Suykens

  • Learning with the maximum correntropy criterion induced losses for regression

    Yunlong Feng;Xiaolin Huang;Lei Shi;Yuning Yang

  • Real-time Image Smoothing via Iterative Least Squares

    Wei Liu;Pingping Zhang;Xiaolin Huang;Jie Yang

  • Robust Multiframe Super-Resolution Employing Iteratively Re-Weighted Minimization

    Thomas Kohler;Xiaolin Huang;Frank Schebesch;Andre Aichert

  • A Generalized Framework for Edge-preserving and Structure-preserving Image Smoothing

    Wei Liu;Pingping Zhang;Yinjie Lei;Xiaolin Huang

  • Universal Adversarial Attack on Attention and the Resulting Dataset DAmageNet

    Sizhe Chen;Zhengbao He;Chengjin Sun;Jie Yang

  • Learning Tubule-Sensitive CNNs for Pulmonary Airway and Artery-Vein Segmentation in CT

    Yulei Qin;Hao Zheng;Yun Gu;Xiaolin Huang

  • Embedding Bilateral Filter in Least Squares for Efficient Edge-Preserving Image Smoothing

    Wei Liu;Pingping Zhang;Xiaogang Chen;Chunhua Shen

  • Varifocal-Net: A Chromosome Classification Approach Using Deep Convolutional Networks

    Yulei Qin;Juan Wen;Hao Zheng;Xiaolin Huang

  • Enhancing Dynamic Soft Sensors based on DPLS: a Temporal Smoothness Regularization Approach

    Chao Shang;Chao Shang;Xiaolin Huang;Johan A.K. Suykens;Dexian Huang;Dexian Huang

  • Hierarchical Minutiae Matching for Fingerprint and Palmprint Identification

    Fanglin Chen;Xiaolin Huang;Jie Zhou

  • Ramp loss linear programming support vector machine

    Xiaolin Huang;Lei Shi;Johan A. K. Suykens

  • AirwayNet: A Voxel-Connectivity Aware Approach for Accurate Airway Segmentation Using Convolutional Neural Networks

    Yulei Qin;Mingjian Chen;Hao Zheng;Yun Gu

  • Online PCB Defect Detector On A New PCB Defect Dataset

    Sanli Tang;Fan He;Xiaolin Huang;Jie Yang

  • Robust Visual Tracking Revisited: From Correlation Filter to Template Matching

    Fanghui Liu;Chen Gong;Xiaolin Huang;Tao Zhou

  • Brief paper: Adaptive hinging hyperplanes and its applications in dynamic system identification

    Jun Xu;Xiaolin Huang;Shuning Wang

  • Sequential Minimal Optimization for SVM with Pinball Loss

    Xiaolin Huang;Lei Shi;Johan A.K. Suykens

  • Asymmetric least squares support vector machine classifiers

    Xiaolin Huang;Lei Shi;Lei Shi;Johan A. K. Suykens

  • A Generalized Framework for Edge-Preserving and Structure-Preserving Image Smoothing

    Wei Liu;Pingping Zhang;Yinjie Lei;Xiaolin Huang

Frequent Co-Authors

Jie Yang
Jie Yang Shanghai Jiao Tong University
Andreas Maier
Andreas Maier University of Erlangen-Nuremberg
Joachim Hornegger
Joachim Hornegger University of Erlangen-Nuremberg
Guang-Zhong Yang
Guang-Zhong Yang Shanghai Jiao Tong University
Jie Yang
Jie Yang RMIT University
Chunhua Shen
Chunhua Shen Zhejiang University
Ce Zhu
Ce Zhu University of Electronic Science and Technology of China
Ian Reid
Ian Reid University of Adelaide
Xiaogang Chen
Xiaogang Chen University of Manchester

If you think any of the details on this page are incorrect, let us know.

Report an issue

We appreciate your kind effort to assist us to improve this page, it would be helpful providing us with as much detail as possible in the text box below:

Related Online Degrees & Career Pathways

Choosing a Computer Science degree opens doors to a wide range of online programs and career opportunities in related technical disciplines. For students interested in advancing quickly, many universities now offer a fast track computer science degree, allowing you to complete your qualifications in less time and begin your career sooner.

If your passion lies in combining technology with environmental sustainability, consider an environmental engineering degree online. This pathway prepares graduates to address complex environmental challenges using engineering principles.

Another highly versatile option is an online degree in mechanical engineering. This discipline offers broad career prospects in industries such as manufacturing, robotics, and renewable energy.

For those interested in the fundamental sciences, a bachelor of science in physics online can lead to roles in research, data analysis, and technology development.

Each of these online degrees provides flexible learning options for those seeking to expand their expertise and pursue rewarding STEM career pathways.

Best Scientists Citing Xiaolin Huang

Trending Scientists