MegDet: A Large Mini-Batch Object Detector

20 November 2017

Xiangyu Zhang

Papers citing "MegDet: A Large Mini-Batch Object Detector"

37 / 37 papers shown

Title
Revisiting the Sibling Head in Object Detector Guanglu Song Yu Liu Xiaogang Wang ObjD 200 348 0 17 Mar 2020
Adapting Object Detectors with Conditional Domain Normalization Peng Su Kun Wang Xingyu Zeng Shixiang Tang Dapeng Chen Di Qiu Xiaogang Wang 106 84 0 16 Mar 2020
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 280 26,241 0 05 Sep 2017
Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour Priya Goyal Piotr Dollár Ross B. Girshick P. Noordhuis Lukasz Wesolowski Aapo Kyrola Andrew Tulloch Yangqing Jia Kaiming He 3DH 61 3,666 0 08 Jun 2017
Train longer, generalize better: closing the generalization gap in large batch training of neural networks Elad Hoffer Itay Hubara Daniel Soudry ODL 134 798 0 24 May 2017
What Can Help Pedestrian Detection? Jiayuan Mao Tete Xiao Yuning Jiang Zhimin Cao 40 286 0 08 May 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 232 27,018 0 20 Mar 2017
Deformable Convolutional Networks Jifeng Dai Haozhi Qi Yuwen Xiong Yi Li Guodong Zhang Han Hu Yichen Wei 168 5,291 0 17 Mar 2017
Large Kernel Matters -- Improve Semantic Segmentation by Global Convolutional Network Chao Peng Xiangyu Zhang Gang Yu G. Luo Jian Sun VLM SSeg 67 1,485 0 08 Mar 2017
YOLO9000: Better, Faster, Stronger Joseph Redmon Ali Farhadi VLM ObjD 129 15,535 0 25 Dec 2016
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 386 21,951 0 09 Dec 2016
Speed/accuracy trade-offs for modern convolutional object detectors Jonathan Huang V. Rathod Chen Sun Menglong Zhu Anoop Korattikara Balan ... Ian S. Fischer Z. Wojna Yang Song S. Guadarrama Kevin Patrick Murphy 3DH 3DV 65 2,567 0 30 Nov 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 407 10,281 0 16 Nov 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 152 18,136 0 02 Jun 2016
R-FCN: Object Detection via Region-based Fully Convolutional Networks Jifeng Dai Yi Li Kaiming He Jian Sun ObjD 73 5,627 0 20 May 2016
Training Deep Nets with Sublinear Memory Cost Tianqi Chen Bing Xu Chiyuan Zhang Carlos Guestrin 75 1,154 0 21 Apr 2016
Training Region-based Object Detectors with Online Hard Example Mining Abhinav Shrivastava Abhinav Gupta Ross B. Girshick ObjD 106 2,411 0 12 Apr 2016
Attentive Contexts for Object Detection Jianan Li Yunchao Wei Xiaodan Liang Jian Dong Tingfa Xu Jiashi Feng Shuicheng Yan ObjD 26 221 0 24 Mar 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 256 14,196 0 23 Feb 2016
Instance-aware Semantic Segmentation via Multi-task Network Cascades Jifeng Dai Kaiming He Jian Sun SSeg 93 1,225 0 14 Dec 2015
Inside-Outside Net: Detecting Objects in Context with Skip Pooling and Recurrent Neural Networks Sean Bell C. L. Zitnick Kavita Bala Ross B. Girshick ObjD 52 1,206 0 14 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.1K 192,638 0 10 Dec 2015
SSD: Single Shot MultiBox Detector Wen Liu Dragomir Anguelov D. Erhan Christian Szegedy Scott E. Reed Cheng-Yang Fu Alexander C. Berg ObjD BDL 108 29,646 0 08 Dec 2015
Multi-Scale Context Aggregation by Dilated Convolutions Feng Yu V. Koltun SSeg 154 8,421 0 23 Nov 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 512 36,643 0 08 Jun 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 352 61,900 0 04 Jun 2015
Object detection via a multi-region & semantic segmentation-aware CNN model Spyros Gidaris N. Komodakis ObjD SSeg 46 736 0 07 May 2015
Fast R-CNN Ross B. Girshick ObjD 236 24,933 0 30 Apr 2015
Object Detection Networks on Convolutional Feature Maps Shaoqing Ren Kaiming He Ross B. Girshick Xinming Zhang Jian Sun ObjD 56 409 0 23 Apr 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 224 43,154 0 11 Feb 2015
cuDNN: Efficient Primitives for Deep Learning Sharan Chetlur Cliff Woolley Philippe Vandermersch Jonathan M. Cohen J. Tran Bryan Catanzaro Evan Shelhamer 72 1,844 0 03 Oct 2014
Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun ObjD 205 11,183 0 18 Jun 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 163 43,290 0 01 May 2014
One weird trick for parallelizing convolutional neural networks A. Krizhevsky GNN 50 1,297 0 23 Apr 2014
OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks P. Sermanet David Eigen Xiang Zhang Michaël Mathieu Rob Fergus Yann LeCun ObjD 84 4,999 0 21 Dec 2013
Rich feature hierarchies for accurate object detection and semantic segmentation Ross B. Girshick Jeff Donahue Trevor Darrell Jitendra Malik ObjD 181 26,091 0 11 Nov 2013
Maxout Networks Ian Goodfellow David Warde-Farley M. Berk Mirza Aaron Courville Yoshua Bengio OOD 169 2,177 0 18 Feb 2013