Portrait of Dong Huang
Senior Project Scientist
Home Department: RI
Office: NREC
Phone: (412) 268-3818
Associated Center: NREC
Mailing Address

Research Topics

  • Computer Vision
  • Light-weighted Deep Learning
  • Visual Perception on Moving Platforms
  • Wearable Human Sensing

Applications

  • Computer Vision
  • Surveillance & Security
  • Field Robotics
  • Health Care

See more details in my Research Projects

Advances in sensors, machine learning and computer vision hold tremendous potential to reshape our world. My research focuses on unlocking this potential contained in applied machine learning approaches, and applying them in intelligent and measurable ways to improve safety and quality-of-life. My research and current projects can be broken down into two main areas:

  1. Visual perception on moving platforms for safety: My research team at RI CMU empowers camera and sensors on moving platforms—embedded camera/sensors, quadcopters, smart phones, vehicles and robots—with advanced AI/ML technologies. In particular, we develop light-weighted Deep Neural Networks (DNN) for moving platforms that significantly extends the view, range and field of stationary cameras and sensors. We are making intelligent perception solutions accessible for general industries and markets.
  2. Human sensing for health care: We work with sensory data (e.g., videos, wearable sensor signal), use ML approaches to detect body behaviors, disease symptoms and physical metrics, and analysis the detected patterns for the purpose of improving quality-of-life for patients and elderly.
Displaying 34 Publications

2022
Huajun Liu, Fuqiang Liu, Xinyi Fan, and Dong Huang
Journal Article, Neurocomputing, July, 2022
Zechun Liu, Kwang-Ting Cheng, Dong Huang, Eric Xing, and Zhiqiang Shen
Conference Paper, Proceedings of (CVPR) Computer Vision and Pattern Recognition, June, 2022
Zeyi Huang, Haohan Wang, Dong Huang, Yong Jae Lee, and Eric P. Xing
Conference Paper, Proceedings of (CVPR) Computer Vision and Pattern Recognition, June, 2022
2021
Shizhe Chen and Dong Huang
Conference Paper, Proceedings of (ICCV) International Conference on Computer Vision, October, 2021
Jianwei Feng and Dong Huang
Conference Paper, Proceedings of (CVPR) Computer Vision and Pattern Recognition, June, 2021
Zechun Liu, Zhiqiang Shen, Shichao Li, Koen Helwegen, Dong Huang, and Kwang-Ting Cheng
Conference Paper, Proceedings of (ICML) International Conference on Machine Learning, June, 2021
J. Han, Y. Yang, D. Zhang, D. Huang, D. Xu, and F. De la Torre
Journal Article, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 43, No. 4, pp. 1423 - 1437, April, 2021
2020
Zeyi Huang, Yang Zou, Vijayakumar Bhagavatula, and Dong Huang
Conference Paper, Proceedings of (NeurIPS) Neural Information Processing Systems, December, 2020
Sanping Zhou, Jinjun Wang, Le Wang, Jimuyang Zhang, Fei Wang, Dong Huang, and Nanning Zheng
Journal Article, IEEE Transactions on Image Processing, Vol. 30, pp. 1 - 14, October, 2020
Zeyi Huang, Haohan Wang, Eric P. Xing, and Dong Huang
Conference Paper, Proceedings of (ECCV) European Conference on Computer Vision, August, 2020

current masters students

past masters students