v1v2 (latest)

Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour

8 June 2017

Piotr Dollár

Papers citing "Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour"

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Title
Random-LTD: Random and Layerwise Token Dropping Brings Efficient Training for Large-scale Transformers Z. Yao Xiaoxia Wu Conglong Li Connor Holmes Minjia Zhang Cheng-rong Li Yuxiong He 87 12 0 17 Nov 2022
VeLO: Training Versatile Learned Optimizers by Scaling Up Luke Metz James Harrison C. Freeman Amil Merchant Lucas Beyer ... Naman Agrawal Ben Poole Igor Mordatch Adam Roberts Jascha Narain Sohl-Dickstein 138 60 0 17 Nov 2022
UniFormerV2: Spatiotemporal Learning by Arming Image ViTs with Video UniFormer Kunchang Li Yali Wang Yinan He Yizhuo Li Yi Wang Limin Wang Yu Qiao ViT 125 113 0 17 Nov 2022
FedSiam-DA: Dual-aggregated Federated Learning via Siamese Network under Non-IID Data Ming Yang Yanhan Wang Xin Wang Zhenyong Zhang Xiaoming Wu Peng Cheng FedML 70 1 0 17 Nov 2022
Exploring State Change Capture of Heterogeneous Backbones @ Ego4D Hands and Objects Challenge 2022 Yin-Dong Zheng Guo Chen Jiahao Wang Tong Lu Liming Wang 80 0 0 16 Nov 2022
Masked Reconstruction Contrastive Learning with Information Bottleneck Principle Ziwen Liu Bonan li Congying Han Tiande Guo Xuecheng Nie SSL 66 2 0 15 Nov 2022
Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation Yusong Wu Kai Chen Tianyu Zhang Yuchen Hui Marianna Nezhurina Taylor Berg-Kirkpatrick Shlomo Dubnov CLIP 190 546 0 12 Nov 2022
Exploiting the Partly Scratch-off Lottery Ticket for Quantization-Aware Training Mingliang Xu Gongrui Nan Yuxin Zhang Yong Li Rongrong Ji MQ 59 3 0 12 Nov 2022
MSLKANet: A Multi-Scale Large Kernel Attention Network for Scene Text Removal Guangtao Lyu 65 0 0 12 Nov 2022
Acoustic Pornography Recognition Using Convolutional Neural Networks and Bag of Refinements Lifeng Zhou Kaifeng Wei Yuke Li Yiya Hao Weiqiang Yang Haoqi Zhu 63 1 0 11 Nov 2022
Not Just Plain Text! Fuel Document-Level Relation Extraction with Explicit Syntax Refinement and Subsentence Modeling Zhichao Duan Xiuxing Li Zhenyu Li Zhuo Wang Jianyong Wang 65 7 0 10 Nov 2022
Extending Temporal Data Augmentation for Video Action Recognition Artjoms Gorpincenko Michal Mackiewicz ViT 79 4 0 09 Nov 2022
Soft Augmentation for Image Classification Yang Liu Shen Yan Laura Leal-Taixé James Hays Deva Ramanan 74 12 0 09 Nov 2022
When & How to Transfer with Transfer Learning Adrián Tormos Dario Garcia-Gasulla Victor Gimenez-Abalos Sergio Alvarez-Napagao VLM 67 1 0 08 Nov 2022
On Web-based Visual Corpus Construction for Visual Document Understanding Donghyun Kim Teakgyu Hong Moonbin Yim Yoonsik Kim Geewook Kim 95 4 0 07 Nov 2022
Distilling Representations from GAN Generator via Squeeze and Span Yu Yang Xiaotian Cheng Chang-rui Liu Hakan Bilen Xiang Ji GAN 98 0 0 06 Nov 2022
Local Manifold Augmentation for Multiview Semantic Consistency Yu Yang Wing Yin Cheung Chang-rui Liu Xiang Ji 80 1 0 05 Nov 2022
Rethinking the transfer learning for FCN based polyp segmentation in colonoscopy Yan-mao Wen Lei Zhang Xiangli Meng Xujiong Ye 55 14 0 04 Nov 2022
Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment Dong Lee Sung-Ik Choi Hyunwoo J. Kim Sae-Young Chung SSL 97 7 0 04 Nov 2022
Pixel-Wise Contrastive Distillation Junqiang Huang Zichao Guo 133 4 0 01 Nov 2022
Adaptive Compression for Communication-Efficient Distributed Training Maksim Makarenko Elnur Gasanov Rustem Islamov Abdurakhmon Sadiev Peter Richtárik 123 16 0 31 Oct 2022
Class Interference of Deep Neural Networks Dongcui Diao Hengshuai Yao Bei Jiang 49 1 0 31 Oct 2022
A simple, efficient and scalable contrastive masked autoencoder for learning visual representations Shlok Kumar Mishra Joshua Robinson Huiwen Chang David Jacobs Aaron Sarna Aaron Maschinot Dilip Krishnan DiffM 114 31 0 30 Oct 2022
Parameter-Efficient Tuning Makes a Good Classification Head Zhuoyi Yang Ming Ding Yanhui Guo Qingsong Lv Jie Tang VLM 108 14 0 30 Oct 2022
Auxo: Efficient Federated Learning via Scalable Client Clustering Jiachen Liu Fan Lai Yinwei Dai Aditya Akella H. Madhyastha Mosharaf Chowdhury 120 10 0 29 Oct 2022
DORE: Document Ordered Relation Extraction based on Generative Framework Qipeng Guo Yuqing Yang Hang Yan Xipeng Qiu Zheng Zhang 127 7 0 28 Oct 2022
Facial Action Unit Detection and Intensity Estimation from Self-supervised Representation Bowen Ma Rudong An Wei Zhang Yu-qiong Ding Zeng Zhao Rongsheng Zhang Tangjie Lv Changjie Fan Zhipeng Hu CVBM 103 21 0 28 Oct 2022
1st Place Solution of The Robust Vision Challenge 2022 Semantic Segmentation Track Junfei Xiao Zhichao Xu Shiyi Lan Zhiding Yu Alan Yuille Anima Anandkumar 81 5 0 23 Oct 2022
Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification Junfei Xiao Yutong Bai Alan Yuille Zongwei Zhou MedIm ViT 82 62 0 23 Oct 2022
Rethinking Rotation in Self-Supervised Contrastive Learning: Adaptive Positive or Negative Data Augmentation Atsuyuki Miyai Qing Yu Daiki Ikami Go Irie Kiyoharu Aizawa SSL 91 5 0 23 Oct 2022
Anticipative Feature Fusion Transformer for Multi-Modal Action Anticipation Zeyun Zhong David Schneider Michael Voit Rainer Stiefelhagen Jürgen Beyerer 121 47 0 23 Oct 2022
A New Perspective for Understanding Generalization Gap of Deep Neural Networks Trained with Large Batch Sizes O. Oyedotun Konstantinos Papadopoulos Djamila Aouada AI4CE 82 12 0 21 Oct 2022
Self-Supervised Learning via Maximum Entropy Coding Xin Liu Zhongdao Wang Yali Li Shengjin Wang SSL 134 43 0 20 Oct 2022
A Survey of Computer Vision Technologies In Urban and Controlled-environment Agriculture Jiayun Luo Boyang Albert Li Cyril Leung 152 15 0 20 Oct 2022
Large-batch Optimization for Dense Visual Predictions Zeyue Xue Jianming Liang Guanglu Song Zhuofan Zong Liang Chen Yu Liu Ping Luo VLM 96 9 0 20 Oct 2022
SSiT: Saliency-guided Self-supervised Image Transformer for Diabetic Retinopathy Grading Yijin Huang Junyan Lyu Pujin Cheng Roger Tam Xiaoying Tang ViT MedIm 100 20 0 20 Oct 2022
Tempo: Accelerating Transformer-Based Model Training through Memory Footprint Reduction Muralidhar Andoorveedu Zhanda Zhu Bojian Zheng Gennady Pekhimenko 47 7 0 19 Oct 2022
Self-Supervised Learning Through Efference Copies Franz Scherr Qinghai Guo Timoleon Moraitis 76 11 0 17 Oct 2022
A Unified Positive-Unlabeled Learning Framework for Document-Level Relation Extraction with Different Levels of Labeling Ye Wang Xin-Xin Liu Wen-zhong Hu Tao Zhang 75 19 0 17 Oct 2022
Accelerating Transfer Learning with Near-Data Computation on Cloud Object Stores Arsany Guirguis Diana Petrescu Florin Dinu D. Quoc Javier Picorel R. Guerraoui 73 0 0 16 Oct 2022
Bandwidth-efficient distributed neural network architectures with application to body sensor networks Thomas Strypsteen Alexander Bertrand 35 1 0 14 Oct 2022
Vision Transformers provably learn spatial structure Samy Jelassi Michael E. Sander Yuan-Fang Li ViT MLT 100 83 0 13 Oct 2022
Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities Brian Bartoldson B. Kailkhura Davis W. Blalock 109 51 0 13 Oct 2022
The Lazy Neuron Phenomenon: On Emergence of Activation Sparsity in Transformers Zong-xiao Li Chong You Srinadh Bhojanapalli Daliang Li A. S. Rawat ... Kenneth Q Ye Felix Chern Felix X. Yu Ruiqi Guo Surinder Kumar MoE 104 97 0 12 Oct 2022
Towards Theoretically Inspired Neural Initialization Optimization Yibo Yang Hong Wang Haobo Yuan Zhouchen Lin 73 11 0 12 Oct 2022
Decomposed Knowledge Distillation for Class-Incremental Semantic Segmentation Donghyeon Baek Youngmin Oh Sanghoon Lee Junghyup Lee Bumsub Ham CLL VLM 48 29 0 12 Oct 2022
VER: Scaling On-Policy RL Leads to the Emergence of Navigation in Embodied Rearrangement Erik Wijmans Irfan Essa Dhruv Batra OffRL 115 14 0 11 Oct 2022
Revisiting adapters with adversarial training Sylvestre-Alvise Rebuffi Francesco Croce Sven Gowal AAML 62 17 0 10 Oct 2022
Uncertainty Quantification with Pre-trained Language Models: A Large-Scale Empirical Analysis Yuxin Xiao Paul Pu Liang Umang Bhatt Willie Neiswanger Ruslan Salakhutdinov Louis-Philippe Morency 253 98 0 10 Oct 2022
VoLTA: Vision-Language Transformer with Weakly-Supervised Local-Feature Alignment Shraman Pramanick Li Jing Sayan Nag Jiachen Zhu Hardik Shah Yann LeCun Ramalingam Chellappa 82 22 0 09 Oct 2022