Rethinking ImageNet Pre-training

IEEE International Conference on Computer Vision (ICCV), 2018

21 November 2018

Piotr Dollár

Papers citing "Rethinking ImageNet Pre-training"

50 / 512 papers shown

Title
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments Mathilde Caron Ishan Misra Julien Mairal Priya Goyal Piotr Bojanowski Armand Joulin OCL SSL 1.2K 4,635 0 17 Jun 2020
To Pretrain or Not to Pretrain: Examining the Benefits of Pretraining on Resource Rich Tasks Sinong Wang Madian Khabsa Hao Ma 100 28 0 15 Jun 2020
Spherical Motion Dynamics: Learning Dynamics of Neural Network with Normalization, Weight Decay, and SGD Ruosi Wan Zhanxing Zhu Xiangyu Zhang Jian Sun 170 11 0 15 Jun 2020
Rethinking Pre-training and Self-trainingNeural Information Processing Systems (NeurIPS), 2020 Barret Zoph Golnaz Ghiasi Nayeon Lee Huayu Chen Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 277 704 0 11 Jun 2020
VirTex: Learning Visual Representations from Textual AnnotationsComputer Vision and Pattern Recognition (CVPR), 2020 Karan Desai Justin Johnson SSL VLM 432 465 0 11 Jun 2020
What makes instance discrimination good for transfer learning?International Conference on Learning Representations (ICLR), 2020 Nanxuan Zhao Zhirong Wu Rynson W. H. Lau Stephen Lin SSL 179 179 0 11 Jun 2020
FibeR-CNN: Expanding Mask R-CNN to Improve Image-Based Fiber Analysis M. Frei F. Kruis 86 22 0 08 Jun 2020
End-to-End Object Detection with TransformersEuropean Conference on Computer Vision (ECCV), 2020 Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 2.3K 16,212 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 178 66 0 18 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 643 1,094 0 11 May 2020
Investigating Transferability in Pretrained Language ModelsFindings (Findings), 2020 Alex Tamkin Trisha Singh D. Giovanardi Noah D. Goodman MILM 132 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 102 25 0 27 Apr 2020
Cheaper Pre-training Lunch: An Efficient Paradigm for Object DetectionEuropean Conference on Computer Vision (ECCV), 2020 Dongzhan Zhou Xinchi Zhou Hongwen Zhang Shuai Yi Wanli Ouyang VLM 209 17 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 858 5,468 0 23 Apr 2020
Deep Learning for Screening COVID-19 using Chest X-Ray Images S. Basu Sushmita Mitra N. Saha 229 186 0 22 Apr 2020
LSM: Learning Subspace Minimization for Low-level VisionComputer Vision and Pattern Recognition (CVPR), 2020 Chengzhou Tang Lu Yuan P. Tan 132 15 0 20 Apr 2020
How to Teach DNNs to Pay Attention to the Visual Modality in Speech RecognitionIEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2020 George Sterpu Christian Saam N. Harte 174 32 0 17 Apr 2020
Training few-shot classification via the perspective of minibatch and pretrainingCAAI International Conference on Artificial Intelligence (ICCAI), 2020 Meiyu Huang Xueshuang Xiang Yao Xu VLM 77 2 0 10 Apr 2020
Joint Embedding of Words and Category Labels for Hierarchical Multi-label Text Classification Jingpeng Zhao Yinglong Ma 141 1 0 06 Apr 2020
Volumetric Attention for 3D Medical Image Segmentation and DetectionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2019 Xudong Wang Shizhong Han Yunqiang Chen Dashan Gao Nuno Vasconcelos 3DPC 209 91 0 04 Apr 2020
How Useful is Self-Supervised Pretraining for Visual Tasks?Computer Vision and Pattern Recognition (CVPR), 2020 Alejandro Newell Gaowen Liu SSL 184 145 0 31 Mar 2020
A comprehensive study on the prediction reliability of graph neural networks for virtual screening Soojung Yang K. Lee Seongok Ryu 105 7 0 17 Mar 2020
DEPARA: Deep Attribution Graph for Deep Knowledge TransferabilityComputer Vision and Pattern Recognition (CVPR), 2020 Mingli Song Yixin Chen Jingwen Ye Xinchao Wang Chengchao Shen Feng Mao Xiuming Zhang 159 30 0 17 Mar 2020
Conditional Convolutions for Instance SegmentationEuropean Conference on Computer Vision (ECCV), 2020 Zhi Tian Chunhua Shen Hao Chen ISeg 601 687 0 12 Mar 2020
Correlated Initialization for Correlated DataNeural Processing Letters (NPL), 2020 Johannes Schneider 164 6 0 09 Mar 2020
Automatic Signboard Detection and Localization in Densely Populated Developing CitiesSignal processing. Image communication (SPIC), 2020 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 190 4 0 04 Mar 2020
Rethinking the Hyperparameters for Fine-tuningInternational Conference on Learning Representations (ICLR), 2020 Hao Li Pratik Chaudhari Hao Yang Michael Lam Avinash Ravichandran Rahul Bhotika Stefano Soatto VLM 168 137 0 19 Feb 2020
EHSOD: CAM-Guided End-to-end Hybrid-Supervised Object Detection with Cascade RefinementAAAI Conference on Artificial Intelligence (AAAI), 2020 Linpu Fang Hang Xu Zhili Liu Sarah Parisot Zhenguo Li 107 20 0 18 Feb 2020
CRL: Class Representative Learning for Image Classification Mayanka Chandrashekar Yugyung Lee VLM 154 1 0 16 Feb 2020
A Simple Framework for Contrastive Learning of Visual RepresentationsInternational Conference on Machine Learning (ICML), 2020 Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 1.2K 22,123 0 13 Feb 2020
Renofeation: A Simple Transfer Learning Method for Improved Adversarial Robustness Ting-Wu Chin Cha Zhang Diana Marculescu AAML 117 1 0 07 Feb 2020
Solving Raven's Progressive Matrices with Neural Networks Tao Zhuo Mohan S. Kankanhalli 158 27 0 05 Feb 2020
Augmenting GAIL with BC for sample efficient imitation learning Rohit Jena Changliu Liu Katia Sycara 232 5 0 21 Jan 2020
Towards Stabilizing Batch Statistics in Backward Propagation of Batch NormalizationInternational Conference on Learning Representations (ICLR), 2020 Junjie Yan Ruosi Wan Xinming Zhang Wei Zhang Yichen Wei Jian Sun 169 42 0 19 Jan 2020
Sideways: Depth-Parallel Training of Video ModelsComputer Vision and Pattern Recognition (CVPR), 2020 Mateusz Malinowski G. Swirszcz João Carreira Viorica Patraucean MDE 325 15 0 17 Jan 2020
Graph-Bert: Only Attention is Needed for Learning Graph Representations Jiawei Zhang Haopeng Zhang Congying Xia Li Sun 281 351 0 15 Jan 2020
Neural Data Server: A Large-Scale Search Engine for Transfer Learning DataComputer Vision and Pattern Recognition (CVPR), 2020 Xi Yan David Acuna Sanja Fidler 238 44 0 09 Jan 2020
Fast Neural Network Adaptation via Parameter Remapping and Architecture SearchInternational Conference on Learning Representations (ICLR), 2020 Jiemin Fang Yuzhu Sun Kangjian Peng Qian Zhang Yuan Li Wenyu Liu Xinggang Wang SSeg 282 36 0 08 Jan 2020
Deep neural network models for computational histopathology: A survey C. Srinidhi Ozan Ciga Anne L. Martel AI4CE 380 644 0 28 Dec 2019
Big Transfer (BiT): General Visual Representation LearningEuropean Conference on Computer Vision (ECCV), 2019 Alexander Kolesnikov Lucas Beyer Xiaohua Zhai J. Puigcerver Jessica Yung Sylvain Gelly N. Houlsby MQ 625 1,299 0 24 Dec 2019
PointRend: Image Segmentation as RenderingComputer Vision and Pattern Recognition (CVPR), 2019 Alexander Kirillov Yuxin Wu Kaiming He Ross B. Girshick ISeg 451 1,015 0 17 Dec 2019
Targeted transfer learning to improve performance in small medical physics datasetsMedical Physics (Lancaster) (MPL), 2019 M. Romero Y. Interian T. Solberg Gilmer Valdes OOD 129 55 0 14 Dec 2019
SpineNet: Learning Scale-Permuted Backbone for Recognition and LocalizationComputer Vision and Pattern Recognition (CVPR), 2019 Xianzhi Du Nayeon Lee Pengchong Jin Golnaz Ghiasi Mingxing Tan Huayu Chen Quoc V. Le Xiaodan Song 226 182 0 10 Dec 2019
Side-Aware Boundary Localization for More Precise Object DetectionEuropean Conference on Computer Vision (ECCV), 2019 Yuan Liu Wenwei Zhang Yuhang Cao Kai-xiang Chen Jiangmiao Pang Tao Gong Jianping Shi Chen Change Loy Dahua Lin ObjD 246 151 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 125 4 0 04 Dec 2019
Siam R-CNN: Visual Tracking by Re-DetectionComputer Vision and Pattern Recognition (CVPR), 2019 P. Voigtlaender Jonathon Luiten Juil Sock Bastian Leibe 273 614 0 28 Nov 2019
Domain-Aware Dynamic Networks Tianyuan Zhang Bichen Wu Xin Wang Joseph E. Gonzalez Kurt Keutzer 145 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 318 11 0 24 Nov 2019
SM-NAS: Structural-to-Modular Neural Architecture Search for Object DetectionAAAI Conference on Artificial Intelligence (AAAI), 2019 Lewei Yao Hang Xu Wei Zhang Xiaodan Liang Zhenguo Li 215 81 0 22 Nov 2019
Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural NetworksComputer Vision and Pattern Recognition (CVPR), 2019 Saurabh Singh Shankar Krishnan UQCV 202 131 0 21 Nov 2019