Xiaohui Huang
I am a senior machine learning engineer at Weee!, with a passion for building recommendation and ranking ecosystems for products using machine learning, deep learning, and AI techniques. Prior to joining Weee!, I spent two years as a Research Scientist at Meta, where I worked on news feed ranking for the Facebook app.
I received my Ph.D. degree in Computer Science from the University of Florida in December 2020. Now I work as a Research Scientst at Facebook.
I am a Ph.D. candidate at CISE (The Department of Computer and Information Science and Engineering), the University of Florida. I joined UF Modern Artificial Intelligence and Learning Technologies (MALT) Lab and have worked with Prof. Sanjay Ranka and Prof. Anand Rangarajan since 2016. My research interests are mainly about video processing and spatial computing in computer vision and machine learning. Before I came to UF, I received my B.S. in Software Engineering from Sichuan University, China, 2015.
Computer Vision
Machine Learning
Video Processing
Smart City ITS
Publications
Machine Learning based Video Processing for Real-time Near-Miss Detection
Xiaohui Huang, Tania Banerjee, Ke Chen, Naga Venkata Sai Varanasi, Anand Rangarajan and Sanjay Ranka. The 6th International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS) (2020).
Best Student Paper Finalist.
Clustering Object Trajectories for Intersection Traffic Analysis
Tania Banerjee, Xiaohui Huang, Ke Chen, Anand Rangarajan and Sanjay Ranka. The 6th International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS) (2020).
Video-Based Machine Learning System for Commodity Classification
Pan He, Aotian Wu, Xiaohui Huang, Anand Rangarajan and Sanjay Ranka. The 6th International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS) (2020).
A Web_Based Visual Analytics System for Traffic Intersection Datasets
Ke Chen, Tania Banerjee, Xiaohui Huang, Anand Rangarajan and Sanjay Ranka. International Journal of Big Data Intelligence, 2020.
A Visual Analytics System for Processed Videos from Traffiic Intersections
Ke Chen, Tania Banerjee, Xiaohui Huang, Anand Rangarajan and Sanjay Ranka. The 6th International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS) (2020).
Real-time Intersection Traffic Video Understanding for Analysis of Behavior and Safety
Xiaohui Huang, Anand Rangarajan and Sanjay Ranka. The 99th Transportation Research Board (TRB) Annual Meeting [Poster].
A Multi-sensor System for Traffic Analysis at Smart Intersections
Tania Banerjee, Ke Chen, Xiaohui Huang, Anand Rangarajan and Sanjay Ranka. International Conference on Contemporary Computing (IC3 2019).
Truck and Trailer Classification with Deep Learningbased Geometric Features
Pan He, Aotian Wu, Xiaohui Huang, Jerry Scott, Anand Rangarajan and Sanjay Ranka. IEEE Transactions on Intelligent Transportation Systems (TITS).
Machine Learning based Highway Truck Freight Classification Using Logo Data
Pan He, Aotian Wu, Xiaohui Huang, Anand Rangarajan and Sanjay Ranka. Submitted to IEEE Transactions on Intelligent Transportation Systems (TITS).
Deep Learning based Geometric Features for Effective Truck Selection and Classification from Highway Videos
Pan He, Aotian Wu, Xiaohui Huang, Jerry Scott, Anand Rangarajan and Sanjay Ranka. Intelligent Transportation Systems Conference (ITSC), 2019.
Intelligent Intersection: Two-Stream Convolutional Networks for Real-time Near-Accident Detection in Traffic Video
Xiaohui Huang, Pan He, Anand Rangarajan and Sanjay Ranka. ACM Transactions on Spatial Algorithms and Systems (TSAS), Vol. 6, No. 2, Article 10, January 2020. [pdf]
[Short Paper] Women in Computer Vision (WiCV) workshop, in conjunction with CVPR 2019.
Densely Labeling Large-Scale Satellite Images with Generative Adversarial Networks
Yupeng Yan, Xiaohui Huang, Anand Rangarajan and Sanjay Ranka. In 2018 IEEE 4th Intl Conf on Big Data Intelligence and Computing (DataCom 2018). [pdf]
Supervoxel-based segmentation of 3D imagery with optical flow integration for spatiotemporal processing
Xiaohui Huang, Chengliang Yang, Sanjay Ranka and Anand Rangarajan. IPSJ Transactions on Computer Vision and Applications 10, no. 1 (2018): 9. [pdf]
A Fast Algorithm Based on Discrete Cosine Transform (DCT)
Xiaohui Huang, Weizhi Huang, Ke Yuan and Kun He. Applied Mechanics and Materials (Volumes 644-650). [pdf]
Machine Learning based Video Processing for Real-time Near-Miss Detection
Xiaohui Huang, Tania Banerjee, Ke Chen, N. Varanasi, Anand Rangarajan and Sanjay Ranka. VEHITS, 2020.
A Multi-sensor System for Traffic Analysis at Smart Intersections
Ke Chen, Tania Banerjee, Xiaohui Huang, Anand Rangarajan and Sanjay Ranka. International Conference on Contemporary Computing, (IC3 2019).
Truck and Trailer Classification with Deep Learningbased Geometric Features
Pan He, Aotian Wu, Xiaohui Huang, Jerry Scott, Anand Rangarajan, Sanjay Ranka. IEEE Transactions on Intelligent Transportation Systems (TITS).
Machine Learning based Highway Truck Freight Classification Using Logo Data
Pan He, Aotian Wu, Xiaohui Huang, Anand Rangarajan, Sanjay Ranka. Submitted to IEEE Transactions on Intelligent Transportation Systems (TITS).
Deep Learning based Geometric Features for Effective Truck Selection and Classification from Highway Videos
Pan He, Aotian Wu, Xiaohui Huang, Jerry Scott, Anand Rangarajan, Sanjay Ranka. ITSC, 2019.
Intelligent Intersection: Two-Stream Convolutional Networks for Real-time Near-Accident Detection in Traffic Video
Xiaohui Huang, Pan He, Anand Rangarajan and Sanjay Ranka. ACM Transactions on Spatial Algorithms and Systems (TSAS). [pdf]
Densely Labeling Large-Scale Satellite Images with Generative Adversarial Networks
Yupeng Yan, Xiaohui Huang, Anand Rangarajan and Sanjay Ranka. IEEE Intl Conf on Big Data Intelligence and Computing (DataCom 2018). [pdf]
Supervoxel-based segmentation of 3D imagery with optical flow integration for spatiotemporal processing
Xiaohui Huang, Chengliang Yang, Sanjay Ranka and Anand Rangarajan. IPSJ Transactions on Computer Vision and Applications 10, no. 1 (2018): 9. [pdf]
A Fast Algorithm Based on Discrete Cosine Transform (DCT)
Xiaohui Huang, Weizhi Huang, Ke Yuan and Kun He. Applied Mechanics and Materials (Volumes 644-650). [pdf]