Rethinking ImageNet Pre-training

21 November 2018

Piotr Dollár

Papers citing "Rethinking ImageNet Pre-training"

50 / 507 papers shown

Title
What makes instance discrimination good for transfer learning? Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 81 171 0 11 Jun 2020
FibeR-CNN: Expanding Mask R-CNN to Improve Image-Based Fiber Analysis M. Frei F. Kruis 18 21 0 08 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 509 13,230 0 26 May 2020
Large-Scale Object Detection in the Wild from Imbalanced Multi-Labels Junran Peng Xingyuan Bu Ming Sun Zhaoxiang Zhang Tieniu Tan Junjie Yan VLM ObjD 80 60 0 18 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 153 982 0 11 May 2020
Investigating Transferability in Pretrained Language Models Alex Tamkin Trisha Singh D. Giovanardi Noah D. Goodman MILM 88 48 0 30 Apr 2020
OR-UNet: an Optimized Robust Residual U-Net for Instrument Segmentation in Endoscopic Images Hyunjin Park Klaus H. Maier-Hein 66 22 0 27 Apr 2020
Cheaper Pre-training Lunch: An Efficient Paradigm for Object Detection Dongzhan Zhou Xinchi Zhou Hongwen Zhang Shuai Yi Wanli Ouyang VLM 94 16 0 25 Apr 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 219 4,610 0 23 Apr 2020
Deep Learning for Screening COVID-19 using Chest X-Ray Images S. Basu Sushmita Mitra N. Saha 64 180 0 22 Apr 2020
LSM: Learning Subspace Minimization for Low-level Vision Chengzhou Tang Lu Yuan P. Tan 83 14 0 20 Apr 2020
How to Teach DNNs to Pay Attention to the Visual Modality in Speech Recognition George Sterpu Christian Saam N. Harte 74 29 0 17 Apr 2020
Training few-shot classification via the perspective of minibatch and pretraining Meiyu Huang Xueshuang Xiang Yao Xu VLM 13 2 0 10 Apr 2020
Joint Embedding of Words and Category Labels for Hierarchical Multi-label Text Classification Jingpeng Zhao Yinglong Ma 31 1 0 06 Apr 2020
Volumetric Attention for 3D Medical Image Segmentation and Detection Xudong Wang Shizhong Han Yunqiang Chen Dashan Gao Nuno Vasconcelos 3DPC 82 82 0 04 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks? Alejandro Newell Jia Deng SSL 73 139 0 31 Mar 2020
A comprehensive study on the prediction reliability of graph neural networks for virtual screening Soojung Yang K. Lee Seongok Ryu 61 7 0 17 Mar 2020
DEPARA: Deep Attribution Graph for Deep Knowledge Transferability Mingli Song Yixin Chen Jingwen Ye Xinchao Wang Chengchao Shen Feng Mao Xiuming Zhang 72 29 0 17 Mar 2020
Conditional Convolutions for Instance Segmentation Zhi Tian Chunhua Shen Hao Chen ISeg 280 619 0 12 Mar 2020
Correlated Initialization for Correlated Data Johannes Schneider 65 5 0 09 Mar 2020
Automatic Signboard Detection and Localization in Densely Populated Developing Cities Md. Sadrul Islam Toaha Sakib Bin Asad C. R. Rahman S. M. Haque Mahfuz Ara Proma Md. Ahsan Habib Shuvo Tashin Ahmed Md. Amimul Basher 16 3 0 04 Mar 2020
Rethinking the Hyperparameters for Fine-tuning Hao Li Pratik Chaudhari Hao Yang Michael Lam Avinash Ravichandran Rahul Bhotika Stefano Soatto VLM 93 130 0 19 Feb 2020
EHSOD: CAM-Guided End-to-end Hybrid-Supervised Object Detection with Cascade Refinement Linpu Fang Hang Xu Zhili Liu Sarah Parisot Zhenguo Li 51 20 0 18 Feb 2020
CRL: Class Representative Learning for Image Classification Mayanka Chandrashekar Yugyung Lee VLM 105 1 0 16 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 434 18,988 0 13 Feb 2020
Renofeation: A Simple Transfer Learning Method for Improved Adversarial Robustness Ting-Wu Chin Cha Zhang Diana Marculescu AAML 26 1 0 07 Feb 2020
Solving Raven's Progressive Matrices with Neural Networks Tao Zhuo Mohan S. Kankanhalli 105 26 0 05 Feb 2020
Augmenting GAIL with BC for sample efficient imitation learning Rohit Jena Changliu Liu Katia Sycara 90 5 0 21 Jan 2020
Towards Stabilizing Batch Statistics in Backward Propagation of Batch Normalization Junjie Yan Ruosi Wan Xinming Zhang Wei Zhang Yichen Wei Jian Sun 73 38 0 19 Jan 2020
Sideways: Depth-Parallel Training of Video Models Mateusz Malinowski G. Swirszcz João Carreira Viorica Patraucean MDE 94 15 0 17 Jan 2020
Graph-Bert: Only Attention is Needed for Learning Graph Representations Jiawei Zhang Haopeng Zhang Congying Xia Li Sun 109 306 0 15 Jan 2020
Neural Data Server: A Large-Scale Search Engine for Transfer Learning Data Xi Yan David Acuna Sanja Fidler 167 43 0 09 Jan 2020
Fast Neural Network Adaptation via Parameter Remapping and Architecture Search Jiemin Fang Yuzhu Sun Kangjian Peng Qian Zhang Yuan Li Wenyu Liu Xinggang Wang SSeg 55 34 0 08 Jan 2020
Deep neural network models for computational histopathology: A survey C. Srinidhi Ozan Ciga Anne L. Martel AI4CE 164 584 0 28 Dec 2019
Big Transfer (BiT): General Visual Representation Learning Alexander Kolesnikov Lucas Beyer Xiaohua Zhai J. Puigcerver Jessica Yung Sylvain Gelly N. Houlsby MQ 310 1,211 0 24 Dec 2019
PointRend: Image Segmentation as Rendering Alexander Kirillov Yuxin Wu Kaiming He Ross B. Girshick ISeg 183 904 0 17 Dec 2019
Targeted transfer learning to improve performance in small medical physics datasets M. Romero Y. Interian T. Solberg Gilmer Valdes OOD 68 48 0 14 Dec 2019
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization Xianzhi Du Nayeon Lee Pengchong Jin Golnaz Ghiasi Mingxing Tan Huayu Chen Quoc V. Le Xiaodan Song 78 174 0 10 Dec 2019
Side-Aware Boundary Localization for More Precise Object Detection Jiaqi Wang Wenwei Zhang Yuhang Cao Kai-xiang Chen Jiangmiao Pang Tao Gong Jianping Shi Chen Change Loy Dahua Lin ObjD 96 138 0 09 Dec 2019
Learnt dynamics generalizes across tasks, datasets, and populations Usman Mahmood M. M. Rahman A. Fedorov Z. Fu Vince D. Calhoun Sergey Plis 36 4 0 04 Dec 2019
Siam R-CNN: Visual Tracking by Re-Detection P. Voigtlaender Jonathon Luiten Philip Torr Bastian Leibe 110 516 0 28 Nov 2019
Domain-Aware Dynamic Networks Tianyuan Zhang Bichen Wu Xin Wang Joseph E. Gonzalez Kurt Keutzer 79 6 0 26 Nov 2019
Reinventing 2D Convolutions for 3D Images Jiancheng Yang Xiaoyang Huang Yi He Jingwei Xu Canqian Yang Guozheng Xu Bingbing Ni 109 11 0 24 Nov 2019
SM-NAS: Structural-to-Modular Neural Architecture Search for Object Detection Lewei Yao Hang Xu Wei Zhang Xiaodan Liang Zhenguo Li 72 80 0 22 Nov 2019
Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks Saurabh Singh Shankar Krishnan UQCV 108 126 0 21 Nov 2019
EfficientDet: Scalable and Efficient Object Detection Mingxing Tan Ruoming Pang Quoc V. Le 232 5,125 0 20 Nov 2019
CenterMask : Real-Time Anchor-Free Instance Segmentation Youngwan Lee Jongyoul Park 3DPC ISeg 109 552 0 15 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 275 12,174 0 13 Nov 2019
PRNet: Self-Supervised Learning for Partial-to-Partial Registration Yue Wang Justin Solomon SSL 3DPC 142 390 0 27 Oct 2019
Learning an Efficient Network for Large-Scale Hierarchical Object Detection with Data Imbalance: 3rd Place Solution to Open Images Challenge 2019 Xingyuan Bu Junran Peng Changbao Wang Cunjun Yu Guoliang Cao ObjD 26 2 0 26 Oct 2019