Piotr Dollár

Biography

Piotr Dollar has been a researcher at Facebook AI Research (FAIR) since 2014 with a focus on deep learning and computer vision. Piotr received his PhD from UCSD in 2007 and then did a postdoc at Caltech for so long that he leveled up to the coveted “senior postdoc” title. After this, and prior to seeing the deep learning light, Piotr helped cofound Anchovi Labs (acquired by Dropbox in 2012) and then spent some years dabbling in shallow research at Microsoft Research (MSR). These days you’ll find him pretending to be a manager while quietly pursuing his research.

Projects

Publications

2014

Piotr Dollár, Ron Appel, Serge Belongie, Pietro Perona, "Fast Feature Pyramids for Object Detection", IEEE Transactions on Pattern Analysis and Machine Intelligenceto appear, 2014.

BibTex

BibTex - Fast Feature Pyramids for Object Detection

@article { 487, title = {Fast Feature Pyramids for Object Detection}, journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence}, year = {2014}, month = {to appear}, author = {Piotr Doll{\'a}r and Ron Appel and Serge Belongie and Pietro Perona} }

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Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, C. Lawrence Zitnick, "Microsoft COCO: Common Objects in Context", European Conference on Computer Vision (ECCV), ZürichSeptember, 2014.

BibTex

BibTex - Microsoft COCO: Common Objects in Context

@inproceedings { 502, title = {Microsoft COCO: Common Objects in Context}, booktitle = {European Conference on Computer Vision (ECCV)}, year = {2014}, month = {September}, address = {Z{\"u}rich}, URL = {http://mscoco.org}, author = {Tsung-Yi Lin and Michael Maire and Serge Belongie and James Hays and Pietro Perona and Deva Ramanan and Piotr Doll{\'a}r and C. Lawrence Zitnick} }

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2011

Boris Babenko, Nakul Verma, Piotr Dollár, Serge Belongie, "Multiple Instance Learning with Manifold Bags", International Conference on Machine Learning (ICML), Bellevue, WA 2011.

BibTex

BibTex - Multiple Instance Learning with Manifold Bags

@inproceedings { 411, 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 Dollar and Serge Belongie} }

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2010

Piotr Dollár, Serge Belongie, Pietro Perona, "The Fastest Pedestrian Detector In The West", British Machine Vision Conference (BMVC), Aberystwyth, UK 2010.

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BibTex - The Fastest Pedestrian Detector In The West

@inproceedings { 379, title = {The Fastest Pedestrian Detector In The West}, booktitle = {British Machine Vision Conference (BMVC)}, year = {2010}, address = {Aberystwyth, UK}, author = {Piotr Doll{\'a}r and Serge Belongie and Pietro Perona} }

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2009

Piotr Dollár, Zhuowen Tu, Pietro Perona, Serge Belongie, "Integral Channel Features", British Machine Vision Conference (BMVC), London, England 2009.

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BibTex - Integral Channel Features

@inproceedings { 234, title = {Integral Channel Features}, booktitle = {British Machine Vision Conference (BMVC)}, year = {2009}, address = {London, England}, author = {Piotr Doll{\'a}r and Zhuowen Tu and Pietro Perona and Serge Belongie} }

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Boris Babenko, Piotr Dollár, Serge Belongie, "Multiple Instance Learning with Query Bags", 2009.

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2008

Zhuowen Tu, Katherine L. Narr, Piotr Dollár, Ivo Dinov, Arthur W. Toga, "Brain Anatomical Structure Segmentation by Hybrid Discriminative/Generative Models", Transactions on Medical Imaging, vol. 27, 4, pp. 495-508, April, 2008.

BibTex

BibTex - Brain Anatomical Structure Segmentation by Hybrid Discriminative/Generative Models

@article { TuTMI08, title = {Brain Anatomical Structure Segmentation by Hybrid Discriminative/Generative Models}, journal = {Transactions on Medical Imaging}, volume = {27}, number = {4}, year = {2008}, month = {April}, pages = {495-508}, keywords = {segmentation., probabilistic boosting tree (PBT), generative models, discriminative models, Brain anatomical structures}, author = {Zhuowen Tu and Katherine L. Narr and Piotr Doll{\'a}r and Ivo Dinov and Paul M. Thompson and Arthur W. Toga} }

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Piotr Dollár, Boris Babenko, Pietro Perona, Serge Belongie, Zhuowen Tu, "Multiple Component Learning for Object Detection", European Conference on Computer Vision (ECCV) 2008.

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BibTex - Multiple Component Learning for Object Detection

@inproceedings { 19, title = {Multiple Component Learning for Object Detection}, booktitle = {European Conference on Computer Vision (ECCV)}, year = {2008}, author = {Piotr Doll{\'a}r and Boris Babenko and Pietro Perona and Serge Belongie and Zhuowen Tu} }

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Boris Babenko, Piotr Dollár, Zhuowen Tu, Serge Belongie, "Simultaneous Learning and Alignment: Multi-Instance and Multi-Pose Learning", RealFaces, Marseille, France 2008.

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BibTex - Simultaneous Learning and Alignment: Multi-Instance and Multi-Pose Learning

@inproceedings { Array, title = {Simultaneous Learning and Alignment: Multi-Instance and Multi-Pose Learning}, booktitle = {RealFaces}, year = {2008}, address = {Marseille, France}, author = {Boris Babenko and Piotr Doll{\'a}r and Zhuowen Tu and Serge Belongie} }

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2007

Piotr Dollár, Vincent Rabaud, Serge Belongie, "Non-Isometric Manifold Learning: Analysis and an Algorithm", International Conference On Machine Learning (ICML)June, 2007.

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BibTex - Non-Isometric Manifold Learning: Analysis and an Algorithm

@inproceedings { DollarICML07mani, title = {Non-Isometric Manifold Learning: Analysis and an Algorithm}, booktitle = {International Conference On Machine Learning (ICML)}, year = {2007}, month = {June}, author = {Piotr Doll{\'a}r and Vincent Rabaud and Serge Belongie} }

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Piotr Dollár, Vincent Rabaud, Serge Belongie, "Learning to Traverse Image Manifolds", Tech Report, CS2007-087: UCSD CSE 2007.

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BibTex - Learning to Traverse Image Manifolds

@techreport { DollarTR07manifo, title = {Learning to Traverse Image Manifolds}, number = {CS2007-087}, year = {2007}, month = {2007}, institution = {UCSD CSE}, author = {Piotr Doll{\'a}r and Vincent Rabaud and Serge Belongie} }

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Piotr Dollár, Zhuowen Tu, Hai Tao, Serge Belongie, "Feature Mining For Image Classification", CVPR 2007.

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BibTex - Feature Mining For Image Classification

@inproceedings { dollarCVPR07, title = {Feature Mining For Image Classification}, booktitle = {CVPR}, year = {2007}, month = {2007}, author = {Piotr Doll{\'a}r and Zhouwen Tu and Hai Tao and Serge Belongie} }

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Boris Babenko, Piotr Dollár, Serge Belongie, "Task Specific Local Region Matching", ICCV, Rio de Janeiro 2007.

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BibTex - Task Specific Local Region Matching

@inproceedings { Array, title = {Task Specific Local Region Matching}, booktitle = {ICCV}, year = {2007}, address = {Rio de Janeiro}, author = {Boris Babenko and Piotr Doll{\'a}r and Serge Belongie} }

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2006

Piotr Dollár, Vincent Rabaud, Serge Belongie, "Learning to Traverse Image Manifolds", Neural Information Processing Systems Conference (NIPS)December, 2006.

BibTex

BibTex - Learning to Traverse Image Manifolds

@inproceedings { DollarNIPS06man, title = {Learning to Traverse Image Manifolds}, booktitle = {Neural Information Processing Systems Conference (NIPS)}, year = {2006}, month = {Dec.}, author = {Piotr Doll{\'a}r and Vincent Rabaud and Serge Belongie} }

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Piotr Dollár, Zhuowen Tu, Serge Belongie, "Supervised Learning of Edges and Object Boundaries", CVPR, New York City 2006.

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BibTex - Supervised Learning of Edges and Object Boundaries

@inproceedings { Array, title = {Supervised Learning of Edges and Object Boundaries}, booktitle = {CVPR}, year = {2006}, address = {New York City}, author = {Piotr Doll{\'a}r and Zhuowen Tu and Serge Belongie} }

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2005

Serge Belongie, Kristin Branson, Piotr Dollár, Vincent Rabaud, "Monitoring Animal Behavior in the Smart Vivarium", Measuring Behavior, Wageningen, NL, pp. 70-72, 2005.

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BibTex - Monitoring Animal Behavior in the Smart Vivarium

@inproceedings { Array, title = {Monitoring Animal Behavior in the Smart Vivarium}, booktitle = {Measuring Behavior}, year = {2005}, pages = {70-72}, address = {Wageningen, NL}, author = {Serge Belongie and Kristin Branson and Piotr Doll{\'a}r and Vincent Rabaud} }

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Piotr Dollár, Vincent Rabaud, Garrison Cottrell, Serge Belongie, "Behavior Recognition via Sparse Spatio-Temporal Features", IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS), Beijing, China 2005.

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BibTex - Behavior Recognition via Sparse Spatio-Temporal Features

@inproceedings { Array, title = {Behavior Recognition via Sparse Spatio-Temporal Features}, booktitle = {IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS)}, year = {2005}, address = {Beijing, China}, author = {Piotr Doll{\'a}r and Vincent Rabaud and Garrison Cottrell and Serge Belongie} }

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