People

Ross Girshick

Research Scientist

I am a research scientist at Facebook AI Research (FAIR) working on machine learning and computer vision. Prior to joining FAIR in Fall 2015, I was a researcher at Microsoft Research Redmond. I received a Ph.D. in computer vision from The University of Chicago in 2012 under the supervision of Pedro Felzenszwalb, followed by two years as a postdoctoral fellow at UC Berkeley working with Jitendra Malik and Trevor Darrell.

Interests

Computer vision, machine learning

Latest Publications

arXiv - June 19, 2021

Fast and Accurate Model Scaling

Piotr Dollár, Mannat Singh, Ross Girshick

CVPR - June 19, 2021

Boundary IoU: Improving Object-Centric Image Segmentation Evaluation

Bowen Cheng, Ross Girshick, Piotr Dollár, Alexander C. Berg, Alexander Kirillov

ECCV - July 20, 2020

Are Labels Necessary for Neural Architecture Search?

Chenxi Liu, Piotr Dollár, Kaiming He, Ross Girshick, Alan Yuille, Saining Xie

CVPR - June 16, 2020

A Multigrid Method for Efficiently Training Video Models

Chao-Yuan Wu, Ross Girshick, Kaiming He, Christoph Feichtenhofer, Philipp Krähenbühl

CVPR - June 14, 2020

PointRend: Image Segmentation as Rendering

Alexander Kirillov, Yuxin Wu, Kaiming He, Ross Girshick

CVPR - June 14, 2020

Designing Network Design Spaces

Ilija Radosavovic, Raj Prateek Kosaraju, Ross Girshick, Kaiming He, Piotr Dollár

ICASSP - May 4, 2020

Training ASR models by Generation of Contextual Information

Kritika Singh, Dmytro Okhonko, Jun Liu, Yongqiang Wang, Frank Zhang, Ross Girshick, Sergey Edunov, Fuchun Peng, Yatharth Saraf, Geoffrey Zweig, Abdelrahman Mohamed

NeurIPS - December 10, 2019

PHYRE: A New Benchmark for Physical Reasoning

Anton Bakhtin, Laurens van der Maaten, Justin Johnson, Laura Gustafson, Ross Girshick

ICCV - October 28, 2019

TensorMask: A Foundation for Dense Object Segmentation

Xinlei Chen, Ross Girshick, Kaiming He, Piotr Dollár

ICCV - October 27, 2019

Rethinking ImageNet Pre-training

Kaiming He, Ross Girshick, Piotr Dollár

ICCV - October 27, 2019

Exploring Randomly Wired Neural Networks for Image Recognition

Saining Xie, Alexander Kirillov, Ross Girshick, Kaiming He

CVPR - June 18, 2019

LVIS: A Dataset for Large Vocabulary Instance Segmentation

Agrim Gupta, Piotr Dollár, Ross Girshick

CVPR - June 18, 2019

Long-Term Feature Banks for Detailed Video Understanding

Chao-Yuan Wu, Christoph Feichtenhofer, Haoqi Fan, Kaiming He, Philipp Krähenbühl, Ross Girshick

CVPR - June 17, 2019

Panoptic Feature Pyramid Networks

Alexander Kirillov, Ross Girshick, Kaiming He, Piotr Dollár

CVPR - June 17, 2019

Panoptic Segmentation

Alexander Kirillov, Kaiming He, Ross Girshick, Carsten Rother, Piotr Dollár

CVPR 2018 - June 18, 2018

Data Distillation: Towards Omni-Supervised Learning

Ilija Radosavovic, Piotr Dollár, Ross Girshick, Georgia Gkioxari, Kaiming He

CVPR 2018 - June 18, 2018

Learning by Asking Questions

Ishan Misra, Ross Girshick, Rob Fergus, Martial Hebert, Abhinav Gupta, Laurens van der Maaten

CVPR 2018 - June 18, 2018

Detecting and Recognizing Human-Object Interactions

Georgia Gkioxari, Ross Girshick, Piotr Dollár, Kaiming He

CVPR 2018 - June 18, 2018

Low-Shot Learning from Imaginary Data

Yu-Xiong Wang, Ross Girshick, Martial Hebert, Bharath Hariharan

CVPR 2018 - June 18, 2018

Learning to Segment Every Thing

Ronghang Hu, Piotr Dollár, Kaiming He, Trevor Darrell, Ross Girshick

CVPR 2018 - June 18, 2018

Non-Local Neural Networks

Xiaolong Wang*, Ross Girshick, Abhinav Gupta, Kaiming He

ArXiv - May 2, 2018

Exploring the Limits of Weakly Supervised Pretraining

Dhruv Mahajan, Ross Girshick, Vignesh Ramanathan, Kaiming He, Manohar Paluri, Yixuan Li, Ashwin Bharambe, Laurens van der Maaten

ICCV 2017 - October 22, 2017

Focal Loss for Dense Object Detection

Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, Piotr Dollár

ICCV 2017 - October 22, 2017

Mask R-CNN

Kaiming He, Georgia Gkioxari, Piotr Dollár, Ross Girshick

ICCV 2017 - October 22, 2017

Inferring and Executing Programs for Visual Reasoning

Justin Johnson, Bharath Hariharan, Laurens van der Maaten, Judy Hoffman, Li Fei-Fei, Larry Zitnick, Ross Girshick

ICCV 2017 - October 22, 2017

Low-shot Visual Recognition by Shrinking and Hallucinating Features

Bharath Hariharan, Ross Girshick

CVPR 2017 - July 21, 2017

Aggregated Residual Transformations for Deep Neural Networks

Saining Xie, Ross Girshick, Piotr Dollár, Zhuowen Tu, Kaiming He

CVPR 2017 - July 21, 2017

Feature Pyramid Networks for Object Detection

Tsung-Yi Lin, Piotr Dollár, Ross Girshick, Kaiming He, Bharath Hariharan, Serge Belongie

CVPR 2017 - July 21, 2017

Learning Features by Watching Objects Move

Deepak Pathak, Ross Girshick, Piotr Dollár, Trevor Darrell, Bharath Hariharan

CVPR 2017 - July 21, 2017

CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning

Justin Johnson, Bharath Hariharan, Laurens van der Maaten, Li Fei-Fei, Larry Zitnick, Ross Girshick

Data @ Scale - June 8, 2017

Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour

Priya Goyal, Piotr Dollár, Ross Girshick, Pieter Noordhuis, Lukasz Wesolowski, Aapo Kyrola, Andrew Tulloch, Yangqing Jia, Kaiming He