please see my google scholar page for more updated information.

“Detection of signs of disease in external photographs of the eyes via deep learning”

Boris Babenko, Akinori Mitani, Ilana Traynis, Naho Kitade, Preeti Singh, April Y. Maa, Jorge Cuadros, Greg S. Corrado, Lily Peng, Dale R. Webster, Avinash Varadarajan, Naama Hammel & Yun Liu
Nature Biomedical Engineering, 2022
[journal paper] [arxiv]

@article{babenko2022,
title = {Detection of signs of disease in external photographs of the eyes via deep learning},
journal = {Nature Biomedical Engineering},
year = {2022},
author = {Boris Babenko and Akinori Mitani and Ilana Traynis and Naho Kitade and Preeti Singh and April Y. Maa and Jorge Cuadros and Greg S. Corrado and Lily Peng and Dale R. Webster and Avinash Varadarajan and Naama Hammel and Yun Liu},
}

“Predicting the risk of developing diabetic retinopathy using deep learning”

Ashish Bora, Siva Balasubramanian, Boris Babenko, Sunny Virmani, Subhashini Venugopalan, Akinori Mitani, Guilherme {de Oliveira Marinho}, Jorge Cuadros, Paisan Ruamviboonsuk, Greg S Corrado, Lily Peng, Dale R Webster, Avinash V Varadarajan, Naama Hammel, Yun Liu, Pinal Bavishi
Lancet Digital Health, 2021
[journal paper] [arxiv]

@article{bora2021,
title = {Predicting the risk of developing diabetic retinopathy using deep learning},
journal = {The Lancet Digital Health},
year = {2021},
author = {Ashish Bora and Siva Balasubramanian and Boris Babenko and Sunny Virmani and Subhashini Venugopalan and Akinori Mitani and Guilherme {de Oliveira Marinho} and Jorge Cuadros and Paisan Ruamviboonsuk and Greg S Corrado and Lily Peng and Dale R Webster and Avinash V Varadarajan and Naama Hammel and Yun Liu and Pinal Bavishi},
}

Boris Babenko, Siva Balasubramanian, Katy E. Blumer, Greg S. Corrado, Lily Peng, Dale R. Webster, Naama Hammel, Avinash V. Varadarajan
arXiv, 2019
[pdf] [arxiv]

@misc{babenko2019,
Author = {Boris Babenko and Siva Balasubramanian and Katy E. Blumer and Greg S. Corrado and Lily Peng and Dale R. Webster and Naama Hammel and Avinash V. Varadarajan},
Title = {Predicting Progression of Age-related Macular Degeneration from Fundus Images using Deep Learning},
Year = {2019},
Eprint = {arXiv:1904.05478},
}

“Multiple Instance Learning with Manifold Bags”

Boris Babenko, Nakul Verma, Piotr Dollar, Serge Belongie
ICML 2011, Bellevue, Washington
[pdf (full version)] [poster] [slides]

@inproceedings {babenko11,
  title = {Multiple Instance Learning with Manifold Bags},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2011},
  address = {Bellevue, WA},
  author = {Boris Babenko and Nakul Varma and Piotr Doll\'ar and Serge Belongie}
}

“End-to-end Scene Text Recognition”

Kai Wang, Boris Babenko, Serge Belongie
ICCV 2011, Barcelona, Spain
[pdf]

@inproceedings {wang11,
  title = {End-to-end Scene Text Recognition},
  booktitle = {International Conference on Computer Vision (ICCV)},
  year = {2011},
  address = {Barcelona, Spain},
  author = {Kai Wang and Boris Babenko and Serge Belongie}
}

“Robust Object Tracking with Online Multiple Instance Learning”

Boris Babenko, Ming-Hsuan Yang, Serge Belongie
IEEE TPAMI, August 2011
[pdf] [project page]

@inproceedings {babenko11,
title = {Robust Object Tracking with Online Multiple Instance Learning},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
year = {2011},
author = {Boris Babenko and Ming-Hsuan Yang Serge Belongie}
}

“Visual Recognition with Humans in the Loop”

Steve Branson, Catherine Wah, Florian Schroff, Boris Babenko, Peter Welinder, Pietro Perona and Serge Belongie
(Oral), ECCV 2010, Heraklion, Crete, Greece
[pdf] [project page]

@inproceedings {branson10,
  title = {Visual Recognition with Humans in the Loop},
  booktitle = {European Conference on Computer Vision (ECCV)},
  year = {2010},
  month = {Sept.},
  address = {Heraklion, Crete},
  URL = {http://www.vision.caltech.edu/visipedia},
  author = {Steve Branson and Catherine Wah and Boris Babenko and Florian Schroff and Peter Welinder and Pietro Perona and Serge Belongie}
}

“Automated Analysis of PIN-4 Stained Prostate Needle Biopsies”

Bikash Sabata, Boris Babenko, Robert Monroe, Chukka Srinivas
Prostate Cancer Imaging Workshop, in conjunction with MICCAI, September 2010
[pdf]

@inproceedings {sabata10,
  title = {Automated Analysis of PIN-4 Stained Prostate Needle Biopsies},
  booktitle = {Prostate Cancer Imaging Workshop, in conjunction with MICCAI},
  year = {2010},
  author = {Bikash Sabata and Boris Babenko and Robert Monroe and Chukka Srinivas}
}

“Similarity Metrics for Categorization: from Monolithic to Category Specific”

Boris Babenko, Steve Branson, Serge Belongie
(Oral), ICCV 2009, Kyoto, Japan
[pdf] [slides]

@inproceedings{babenko_iccv09,
  title=,
  author={Boris Babenko and Steve Branson and Serge Belongie,
  booktitle={ICCV},
  year={2009},
}

“Visual Tracking with Online Multiple Instance Learning”

Boris Babenko, Ming-Hsuan Yang, Serge Belongie
(Oral), CVPR 2009, Miami, Florida, Kyoto, Japan
[pdf] [slides] [project page]

@inproceedings{babenko_cvpr09,
  title=,
  author={B. Babenko and Ming-Hsuan Yang and S. Belongie},
  booktitle={CVPR},
  year={2009},
}

“Multiple Component Learning for Object Detection”

Piotr Dollár, Boris Babenko, Serge Belongie, Pietro Perona, Zhuowen Tu
ECCV 2008, Marseille, France
[pdf]

@inproceedings{dollar08,
  title=,
  author={Piotr Doll\'ar and Boris Babenko and Serge Belongie and Pietro Perona and Zhuowen Tu
  booktitle={ECCV},
  year={2008},
}

“Simultaneous Learning and Alignment: Multi-Instance and Multi-Pose Learning”

Boris Babenko, Piotr Dollár, Zhuowen Tu, Serge Belongie
Faces in Real-Life Images, Marseille, France
* Earlier version appeared as Technical Report CS2008, UCSD (2008) [pdf] [video]

@inproceedings {babenko11,
  title = {Simultaneous Learning and Alignment: Multi-Instance and Multi-Pose Learning},
  booktitle = {ECCV},
  year = {2008},
  author = {Boris Babenko and Piotr Doll\'ar and Zhuowen Tu and Serge Belongie}
}

“Weakly Supervised Object Recognition and Localization with Stable Segmentations”

Carolina Galleguillos, Boris Babenko, Andrew Rabinovich, Serge Belongie
ECCV 2008, Marseille, France
[pdf]

@inproceedings {galleguillos08,
  title = {Weakly Supervised Object Recognition and Localization with Stable Segmentations},
  booktitle = {ECCV},
  year = {2008},
  author = {Carolina Galleguillos and Boris Babenko and Andrew Rabinovich and Serge Belongie}
}

“Task Specific Local Region Matching”

Boris Babenko, Piotr Dollár, and Serge Belongie
ICCV 2007, Rio de Janeiro, Brazil
[pdf]

@inproceedings{babenko_iccv07,
  title=,
  author={B. Babenko and P. Doll\'ar and S. Belongie},
  booktitle={ICCV},
  year={2007},
}

“Improving Web-based Image Search via Content Based Clustering”

Nadav Ben-Haim, Boris Babenko and Serge Belongie
CVPR Workshop, SLAM 2006, New York City
[pdf]

@article{benhaim2006iwb,
  title=,
  author={Ben-Haim, N. and Babenko, B. and Belongie, S.},
  journal={Proceedings of the 2006 Conference on Computer Vision and Pattern Recognition Workshop},
  year={2006},
  publisher={IEEE Computer Society Washington, DC, USA}
}