@InProceedings{YuanICCVHands2019,
author =    {Yuan, S. and Stenger, B. and Kim, T.-K.},
title =     {3D Hand Pose Estimation from RGB Using Privileged Learning 
             with Depth Data},
booktitle = {ICCV Workshop: Observing and Understanding Hands in Action},
year =      {2019},
month =     {November}
}

@InProceedings{LiICDM2019,
author =   {Li, T. and Wang, C.-C. and Ma, Y. and Ortal, P. and Zhao, Q. 
            and Stenger, B. and Hirate, Y.},
title =    {Learning Classifiers on Positive and Unlabeled Data with 
            Policy Gradient},
booktitle = {IEEE International Conference on Data Mining (ICDM)},
year =      {2019},
month =     {November}
}

@InProceedings{NakazawaMVA2019,
  author =   {Nakazawa, M. and Mukasa, T. and Stenger, B.},
  title =    {A Photo Booth That Finds Your Sports Player Lookalike},
  booktitle = {MVA},
  year =      {2019},
  month =     {May},
  pdf   =     {nakazawa_mva2019.pdf}
}

@InJournal{LuoTIP2019},
  title = {Trajectories as Topics: Multi-Object Tracking by Topic Discovery},
  author = {Luo, W. and Stenger, B. and Zhao, X. and Kim, T.-K.},
  booktitle = {IEEE Trans. Image Processing},
  year = {2019},
  volume = {29},
  number = {1},
  month = {January},
  pdf = {luo_tip2018.pdf}
  }
    

@InProceedings{LiICDM2018,
  author = {Li, T. and Ma, Y. and Xu, J. and Stenger, B. and Liu, C. 
            and Hirate, Y.},
  title  = {Deep Heterogeneous Autoencoders for Collaborative Filtering},
  booktitle = {IEEE International Conference on Data Mining (ICDM)},
  year   = {2018},
  month = {November},
  pdf = {li_icdm2018.pdf}
}
    

@InProceedings{XuICIP2018,
  author = {Xu, J. and Chae, Y. and Stenger, B. and Datta, A.},
  title  = {Dense ByNet: Residual Dense Network for Image Super Resolution},
  booktitle = {Int. Conf. Image Processing (ICIP)},
  year =      {2018},
  month =     {October},
  pdf = {xu_icip2018.pdf}
}
    

@InProceedings{YuanCVPR2018,
  author =   {Yuan, S. and Garcia-Hernando, G. and Stenger, B. and  Moon, G. 
              and  Chang, J. Y. and Lee, K. M. and  Molchanov, P. and 
              Kautz, J. and Honari, S. and  Ge, L. and  Yuan, J. and  
              Chen, X. and Wang, G. and Yang, F. and Akiyama, K. and Wu, Y. 
              and Wan, Q. and Madadi, M. and Escalera, S. and Li, S. and 
              Lee, D. and Oikonomidis, I. and Argyros, A. and Kim, T.-K.},
  title =    {3D Hand Pose Estimation: From Current Achievements 
              to Future Goals},
  booktitle = {CVPR},
  year =      {2018},
  month =     {June}
}
    

@InProceedings{XuICIP2017,
  author = {Xu, J. and Chae, Y. and Stenger, B.},
  title  = {{ByNet-SR}: Image Super Resolution with a 
            Bypass Connection Network},
  year   = {2017},
  month = {September},
  booktitle = {ICIP}
}
    

We captured a new standard dataset for 3D hand pose estimation. Depth maps are accurately annotated with 3D joint locations using a magnetic tracking system. We show that training a CNN on this data achieves accurate results. The data was used in the Hands in the Million Challenge.

[arxiv] [bibtex]

@InProceedings{YuanCVPR2017,
  author =   {Yuan, S. and Ye, Q. and Stenger, B. 
              and Jain, S. and Kim, T.-K."},
  title =    {BigHand2.2M Benchmark: Hand Pose Data Set 
              and State of the Art Analysis},
  booktitle = {CVPR},
  year =      {2017},
  month =     {July}
}
    

@InProceedings{DodgeMVA2017,
   author  = {Dodge, S. and Xu, J. and Stenger, B.},
   title   = {Parsing Floor Plan Images},
   year    = {2017},
   month   = {May},
   booktitle = {MVA}
}
    

@InProceedings{XuWACV2017,
   author  = {Xu, J. and Stenger, B. and Kerola T. and Tung, T.},
   title   = {Pano2CAD: Room Layout From A Single Panorama Image},
   year    = {2017},
   month   = {March},
   booktitle = {WACV}
}