siwei lyu image

Siwei Lyu, Ph.D. [CV] [Google Scholar] [DBLP]

Associate Professor, Department of Computer Science
Director, Computer Vision and Machine Learning Lab
College of Engineering and Applied Sciences
University at Albany, State University of New York
Phone: (518) 437-4938
Email: slyu AT albany DOT edu
Office: UAB414, 1215 Western Avenue, Albany, NY12222

Dataset and Software for Research Use

  1. Average Top-k Loss [MATLAB code]
    Please use the following citation for this work
    @inproceedings{fan_nips17,
    Address = {Long Beach, CA},
    Author = {Yanbo Fan, Siwei Lyu, Yiming Ying and Baogang Hu},
    Booktitle = {Advances in Neural Information Processing Systems (NIPS)},
    Month = {December},
    Title = {Learning with Average Top-k Loss},
    Year = 2017}}

  2. Stochastic Online AUC Maximization [MATLAB code]

    Please use the following citation for this work

    • @inproceedings{ying_etal_nips16,
      Address = {Barcelona, Spain},
      Author = {Yiming Ying and Longyin Wen and Siwei Lyu},
      Booktitle = {Advances in Neural Information Processing Systems (NIPS)},
      Month = {December},
      Title = {Stochastic Online AUC Maximization},
      Year = 2016}}

  3. UA-DETRAC: A New Benchmark and Protocol for Multi-Object Tracking
    4. UA-DETRAC is a challenging real-world multi-object detection and multi-object tracking benchmark. The dataset is extracted from 10 hours of videos captured with a Cannon EOS 550D camera at 27 different locations in Beijing and Tianjin, China. The videos are recorded at 25 frames per seconds (fps), with resolution of 960×540 pixels. There are more than 140 thousand frames in the UA-DETRAC dataset and 8250 vehicles that are manually annotated, leading to a total of 1.21 million labeled bouding boxes of objects. We also perform benchmark tests of state-of-the-art methods in object detection and multi-object tracking, together with evaluation metrics and the corresponding evaluation website.

    Please use the following citation for this work

    • @inproceedings{long_etal_axrive15,
      title={DETRAC: A New Benchmark and Protocol for Multi-Object Tracking},
      author={Longyin Wen and Dawei Du and Zhaowei Cai and Zhen Lei and Ming-Ching Chang and Honggang Qi and Jongwoo Lim and Ming-Hsuan Yang and Siwei Lyu},
      year={2015},
      }

  4. Exposing Digital Forgeries with Local Noise Level Estimation [MATLAB code]

    Please use the following citation for this work

    • @article{lyu_pan_zhang_ijcv13,
      Author = {Siwei Lyu and Xunyu Pan and Xing Zhang},
      Journal = {International Journal of Computer Vision},
      Month = {November},
      Number = {2},
      Pages = {202-221},
      Title = {Exposing Region Splicing Forgeries with Blind Local Noise Estimation},
      Volume = {110},
      Year = {2014}}