Rethinking ImageNet Pre-training

21 November 2018

Piotr Dollár

Papers citing "Rethinking ImageNet Pre-training"

50 / 507 papers shown

Title
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 834 20,447 0 23 Oct 2019
FisheyeDistanceNet: Self-Supervised Scale-Aware Distance Estimation using Monocular Fisheye Camera for Autonomous Driving V. Kumar S. Hiremath Stefan Milz Christian Witt Clément Pinard S. Yogamani Patrick Mäder MDE 173 73 0 07 Oct 2019
Revisiting Classical Bagging with Modern Transfer Learning for On-the-fly Disaster Damage Detector Jiaxing Huang Seungwon Lee Jingyi Zhang Taegyun Jeon 49 6 0 04 Oct 2019
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark Xiaohua Zhai J. Puigcerver Alexander Kolesnikov P. Ruyssen C. Riquelme ... Michael Tschannen Marcin Michalski Olivier Bousquet Sylvain Gelly N. Houlsby SSL 97 448 0 01 Oct 2019
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts Yu Sun Xiaolong Wang Zhuang Liu John Miller Alexei A. Efros Moritz Hardt TTA OOD 99 96 0 29 Sep 2019
Towards Understanding the Transferability of Deep Representations Hong Liu Mingsheng Long Jianmin Wang Michael I. Jordan 66 26 0 26 Sep 2019
Deep Model Transferability from Attribution Maps Mingli Song Yixin Chen Xinchao Wang Chengchao Shen Xiuming Zhang 98 55 0 26 Sep 2019
Pretraining boosts out-of-domain robustness for pose estimation Alexander Mathis Thomas Biasi Steffen Schneider Mert Yüksekgönül Byron Rogers Matthias Bethge Mackenzie W. Mathis OOD 109 126 0 24 Sep 2019
Multi-stage Pretraining for Abstractive Summarization Sebastian Goodman Zhenzhong Lan Radu Soricut 56 6 0 23 Sep 2019
Understanding the Effects of Pre-Training for Object Detectors via Eigenspectrum Yosuke Shinya E. Simo-Serra Taiji Suzuki 48 12 0 09 Sep 2019
Semantic-Aware Scene Recognition Alejandro López-Cifuentes Marcos Escudero-Viñolo Jesús Bescós Álvaro García-Martín 77 106 0 05 Sep 2019
Efficient Neural Architecture Transformation Searchin Channel-Level for Object Detection Junran Peng Ming Sun Zhaoxiang Zhang Tieniu Tan Junjie Yan ViT 86 56 0 05 Sep 2019
POD: Practical Object Detection with Scale-Sensitive Network Junran Peng Ming Sun Zhaoxiang Zhang Tieniu Tan Junjie Yan ObjD 88 22 0 05 Sep 2019
VL-BERT: Pre-training of Generic Visual-Linguistic Representations Weijie Su Xizhou Zhu Yue Cao Bin Li Lewei Lu Furu Wei Jifeng Dai VLM MLLM SSL 312 1,672 0 22 Aug 2019
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 408 3,655 0 20 Aug 2019
Recent Advances in Deep Learning for Object Detection Xiongwei Wu Doyen Sahoo Guosheng Lin VLM ObjD 131 824 0 10 Aug 2019
X-LineNet: Detecting Aircraft in Remote Sensing Images by a pair of Intersecting Line Segments Haoran Wei Yue Zhang Bing Wang Yang-Rui Yang Hao Li Hongqi Wang ObjD 89 45 0 29 Jul 2019
Towards Adversarially Robust Object Detection Haichao Zhang Jianyu Wang AAML ObjD 139 131 0 24 Jul 2019
Improving Prognostic Performance in Resectable Pancreatic Ductal Adenocarcinoma using Radiomics and Deep Learning Features Fusion in CT Images Yucheng Zhang Edrise M. Lobo-Mueller P. Karanicolas S. Gallinger M. Haider Farzad Khalvati MedIm 42 44 0 10 Jul 2019
Cascade R-CNN: High Quality Object Detection and Instance Segmentation Zhaowei Cai Nuno Vasconcelos ObjD 119 1,374 0 24 Jun 2019
MMDetection: Open MMLab Detection Toolbox and Benchmark Kai-xiang Chen Jiaqi Wang Jiangmiao Pang Yuhang Cao Yu Xiong ... Jingdong Wang Jianping Shi Wanli Ouyang Chen Change Loy Dahua Lin VOS 240 2,893 0 17 Jun 2019
Towards Real-Time Action Recognition on Mobile Devices Using Deep Models Chen-Da Liu-Zhang Xin-Xin Liu Jianxin Wu HAI 31 9 0 17 Jun 2019
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation Anton Obukhov Stamatios Georgoulis Dengxin Dai Luc Van Gool 80 78 0 11 Jun 2019
Incremental Classifier Learning Based on PEDCC-Loss and Cosine Distance Qiuyu Zhu Zikuang He Xin Ye CLL 47 6 0 11 Jun 2019
S-ConvNet: A Shallow Convolutional Neural Network Architecture for Neuromuscular Activity Recognition Using Instantaneous High-Density Surface EMG Images M. Islam Daniel Massicotte F. Nougarou P. Massicotte Weiping Zhu 36 9 0 08 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 219 1,481 0 03 Jun 2019
A Comprehensive Study of ImageNet Pre-Training for Historical Document Image Analysis Linda Studer Michele Alberti Vinaychandran Pondenkandath Pinar Goktepe Thomas Kolonko Andreas Fischer Marcus Liwicki Rolf Ingold VLM 162 52 0 22 May 2019
Object Detection in 20 Years: A Survey Zhengxia Zou Keyan Chen Zhenwei Shi Yuhong Guo Jieping Ye VLM ObjD AI4TS 166 2,416 0 13 May 2019
Seesaw-Net: Convolution Neural Network With Uneven Group Convolution Jintao Zhang BDL 65 7 0 09 May 2019
Towards Instance-level Image-to-Image Translation Zhiqiang Shen Mingyang Huang Jianping Shi Xiangyang Xue Thomas Huang 94 103 0 05 May 2019
Unsupervised Pre-Training of Image Features on Non-Curated Data Mathilde Caron Piotr Bojanowski Julien Mairal Armand Joulin SSL 85 9 0 03 May 2019
Billion-scale semi-supervised learning for image classification I. Z. Yalniz Hervé Jégou Kan Chen Manohar Paluri D. Mahajan SSL 146 464 0 02 May 2019
Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification Fábio Perez Sandra Avila Eduardo Valle 67 56 0 29 Apr 2019
An Energy and GPU-Computation Efficient Backbone Network for Real-Time Object Detection Youngwan Lee Joong-won Hwang Sangrok Lee Yuseok Bae Jongyoul Park PINN ObjD 76 373 0 22 Apr 2019
An Analysis of Pre-Training on Object Detection Hengduo Li Bharat Singh Mahyar Najibi Zuxuan Wu L. Davis ObjD 60 39 0 11 Apr 2019
Learning Across Tasks and Domains Pierluigi Zama Ramirez A. Tonioni Samuele Salti Luigi Di Stefano 71 32 0 09 Apr 2019
BoLTVOS: Box-Level Tracking for Video Object Segmentation P. Voigtlaender Jonathon Luiten Bastian Leibe VOS 51 27 0 09 Apr 2019
High-Resolution Representations for Labeling Pixels and Regions Ke Sun Yang Zhao Borui Jiang Tianheng Cheng Bin Xiao Dong Liu Yadong Mu Xinggang Wang Wenyu Liu Jingdong Wang SSeg 85 784 0 09 Apr 2019
Med3D: Transfer Learning for 3D Medical Image Analysis Sihong Chen Kai Ma Yefeng Zheng MedIm 73 467 0 01 Apr 2019
ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data F. Diakogiannis F. Waldner P. Caccetta Chen Wu SSeg 155 1,359 0 01 Apr 2019
TensorMask: A Foundation for Dense Object Segmentation Xinlei Chen Ross B. Girshick Kaiming He Piotr Dollár ISeg 94 323 0 28 Mar 2019
DetNAS: Backbone Search for Object Detection Yukang Chen Tong Yang Xinming Zhang Gaofeng Meng Xinyu Xiao Jian Sun 128 265 0 26 Mar 2019
Real time backbone for semantic segmentation Zhengeng Yang Hongshan Yu Q. Fu Wei Sun Wenyan Jia Mingui Sun Zhihong Mao SSeg 26 0 0 16 Mar 2019
GolfDB: A Video Database for Golf Swing Sequencing William J. McNally Kanav Vats T. Pinto Chris Dulhanty J. McPhee A. Wong 59 55 0 15 Mar 2019
To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks Matthew E. Peters Sebastian Ruder Noah A. Smith 111 441 0 14 Mar 2019
CE-Net: Context Encoder Network for 2D Medical Image Segmentation Zaiwang Gu Jun Cheng Huazhu Fu Kang Zhou Huaying Hao Yitian Zhao Tianyang Zhang Shenghua Gao Jiang-Dong Liu SSeg 90 1,652 0 07 Mar 2019
Robust Lane Detection from Continuous Driving Scenes Using Deep Neural Networks Qin Zou Hanwen Jiang Qiyu Dai Yuanhao Yue Long Chen Qian Wang 117 308 0 06 Mar 2019
3D convolutional neural network for abdominal aortic aneurysm segmentation Karen López-Linares Inmaculada García Ainhoa García-Familiar I. Macía M. A. G. Ballester MedIm 45 15 0 03 Mar 2019
Segmentation of Roots in Soil with U-Net Abraham George Smith Jens Petersen Raghavendra Selvan C. Rasmussen 70 125 0 28 Feb 2019
U-NetPlus: A Modified Encoder-Decoder U-Net Architecture for Semantic and Instance Segmentation of Surgical Instrument S. Hasan Cristian A. Linte MedIm 88 95 0 24 Feb 2019