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Large scale weakly and semi-supervised learning for low-resource video ASR

May 16, 2020
Kritika Singh, Vimal Manohar, Alex Xiao, Sergey Edunov, Ross Girshick, Vitaliy Liptchinsky, Christian Fuegen, Yatharth Saraf, Geoffrey Zweig, Abdelrahman Mohamed


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Designing Network Design Spaces

Mar 30, 2020
Ilija Radosavovic, Raj Prateek Kosaraju, Ross Girshick, Kaiming He, Piotr Dollár

* CVPR 2020 

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Are Labels Necessary for Neural Architecture Search?

Mar 26, 2020
Chenxi Liu, Piotr Dollár, Kaiming He, Ross Girshick, Alan Yuille, Saining Xie


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Improved Baselines with Momentum Contrastive Learning

Mar 09, 2020
Xinlei Chen, Haoqi Fan, Ross Girshick, Kaiming He

* Tech report, 2 pages + references 

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PointRend: Image Segmentation as Rendering

Dec 17, 2019
Alexander Kirillov, Yuxin Wu, Kaiming He, Ross Girshick

* Technical Report 

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A Multigrid Method for Efficiently Training Video Models

Dec 02, 2019
Chao-Yuan Wu, Ross Girshick, Kaiming He, Christoph Feichtenhofer, Philipp Krähenbühl

* Technical report 

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Momentum Contrast for Unsupervised Visual Representation Learning

Nov 14, 2019
Kaiming He, Haoqi Fan, Yuxin Wu, Saining Xie, Ross Girshick

* Technical report 

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Training ASR models by Generation of Contextual Information

Oct 27, 2019
Kritika Singh, Dmytro Okhonko, Jun Liu, Yongqiang Wang, Frank Zhang, Ross Girshick, Sergey Edunov, Fuchun Peng, Yatharth Saraf, Geoffrey Zweig, Abdelrahman Mohamed


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LVIS: A Dataset for Large Vocabulary Instance Segmentation

Sep 15, 2019
Agrim Gupta, Piotr Dollár, Ross Girshick

* Extension of the CVPR'19 paper describing release v0.5, the LVIS Challenge, and baseline results 

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PHYRE: A New Benchmark for Physical Reasoning

Aug 15, 2019
Anton Bakhtin, Laurens van der Maaten, Justin Johnson, Laura Gustafson, Ross Girshick


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Exploring Randomly Wired Neural Networks for Image Recognition

Apr 08, 2019
Saining Xie, Alexander Kirillov, Ross Girshick, Kaiming He

* Technical report 

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TensorMask: A Foundation for Dense Object Segmentation

Mar 28, 2019
Xinlei Chen, Ross Girshick, Kaiming He, Piotr Dollár

* 12 pages, technical report 

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Panoptic Feature Pyramid Networks

Jan 08, 2019
Alexander Kirillov, Ross Girshick, Kaiming He, Piotr Dollár

* tech report 

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Long-Term Feature Banks for Detailed Video Understanding

Dec 12, 2018
Chao-Yuan Wu, Christoph Feichtenhofer, Haoqi Fan, Kaiming He, Philipp Krähenbühl, Ross Girshick

* Technical report 

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Rethinking ImageNet Pre-training

Nov 21, 2018
Kaiming He, Ross Girshick, Piotr Dollár

* Technical report 

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Exploring the Limits of Weakly Supervised Pretraining

May 02, 2018
Dhruv Mahajan, Ross Girshick, Vignesh Ramanathan, Kaiming He, Manohar Paluri, Yixuan Li, Ashwin Bharambe, Laurens van der Maaten

* Technical report 

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Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour

Apr 30, 2018
Priya Goyal, Piotr Dollár, Ross Girshick, Pieter Noordhuis, Lukasz Wesolowski, Aapo Kyrola, Andrew Tulloch, Yangqing Jia, Kaiming He

* Tech report (v2: correct typos) 

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Panoptic Segmentation

Apr 14, 2018
Alexander Kirillov, Kaiming He, Ross Girshick, Carsten Rother, Piotr Dollár

* update of related work and metric details 

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Non-local Neural Networks

Apr 13, 2018
Xiaolong Wang, Ross Girshick, Abhinav Gupta, Kaiming He

* CVPR 2018, code is available at: https://github.com/facebookresearch/video-nonlocal-net 

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Low-Shot Learning from Imaginary Data

Apr 03, 2018
Yu-Xiong Wang, Ross Girshick, Martial Hebert, Bharath Hariharan

* CVPR 2018 camera-ready version 

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Learning to Segment Every Thing

Mar 27, 2018
Ronghang Hu, Piotr Dollár, Kaiming He, Trevor Darrell, Ross Girshick


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Detecting and Recognizing Human-Object Interactions

Mar 27, 2018
Georgia Gkioxari, Ross Girshick, Piotr Dollár, Kaiming He


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Focal Loss for Dense Object Detection

Feb 07, 2018
Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, Piotr Dollár


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Mask R-CNN

Jan 24, 2018
Kaiming He, Georgia Gkioxari, Piotr Dollár, Ross Girshick

* open source; appendix on more results 

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Data Distillation: Towards Omni-Supervised Learning

Dec 12, 2017
Ilija Radosavovic, Piotr Dollár, Ross Girshick, Georgia Gkioxari, Kaiming He

* tech report 

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Learning by Asking Questions

Dec 04, 2017
Ishan Misra, Ross Girshick, Rob Fergus, Martial Hebert, Abhinav Gupta, Laurens van der Maaten


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Low-shot Visual Recognition by Shrinking and Hallucinating Features

Nov 04, 2017
Bharath Hariharan, Ross Girshick

* ICCV 2017 spotlight 

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Inferring and Executing Programs for Visual Reasoning

May 10, 2017
Justin Johnson, Bharath Hariharan, Laurens van der Maaten, Judy Hoffman, Li Fei-Fei, C. Lawrence Zitnick, Ross Girshick


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Feature Pyramid Networks for Object Detection

Apr 19, 2017
Tsung-Yi Lin, Piotr Dollár, Ross Girshick, Kaiming He, Bharath Hariharan, Serge Belongie


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