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EfficientNetV2: Smaller Models and Faster Training

1 April 2021

Mingxing Tan

Quoc V. Le

EgoV

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Papers citing "EfficientNetV2: Smaller Models and Faster Training"

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Title
Audio-Visual Scene Classification Using A Transfer Learning Based Joint Optimization Strategy Chengxin Chen Meng Wang Pengyuan Zhang 16 1 0 25 Apr 2022
Investigating Neural Architectures by Synthetic Dataset Design Adrien Courtois Jean-Michel Morel Pablo Arias 76 4 0 23 Apr 2022
DeiT III: Revenge of the ViT Hugo Touvron Matthieu Cord Hervé Jégou ViT 134 418 0 14 Apr 2022
TopFormer: Token Pyramid Transformer for Mobile Semantic Segmentation Wenqiang Zhang Zilong Huang Guozhong Luo Tao Chen Xinggang Wang Wenyu Liu Gang Yu Chunhua Shen ViT 125 209 0 12 Apr 2022
CholecTriplet2021: A benchmark challenge for surgical action triplet recognition C. Nwoye Deepak Alapatt Tong Yu Armine Vardazaryan Fangfang Xia ... Didier Mutter Pietro Mascagni B. Seeliger Cristians Gonzalez N. Padoy 62 53 0 10 Apr 2022
On Improving Cross-dataset Generalization of Deepfake Detectors Aakash Varma Nadimpalli A. Rattani CVBM 63 44 0 08 Apr 2022
The Effects of Regularization and Data Augmentation are Class Dependent Randall Balestriero Léon Bottou Yann LeCun 110 97 0 07 Apr 2022
Solving ImageNet: a Unified Scheme for Training any Backbone to Top Results T. Ridnik Hussam Lawen Emanuel Ben-Baruch Asaf Noy 114 11 0 07 Apr 2022
MaxViT: Multi-Axis Vision Transformer Zhengzhong Tu Hossein Talebi Han Zhang Feng Yang P. Milanfar A. Bovik Yinxiao Li ViT 181 676 0 04 Apr 2022
EResFD: Rediscovery of the Effectiveness of Standard Convolution for Lightweight Face Detection Joonhyun Jeong Beomyoung Kim Joonsang Yu Y. Yoo CVBM 73 6 0 04 Apr 2022
Unitail: Detecting, Reading, and Matching in Retail Scene Fangyi Chen Han Zhang Zaiwang Li Jiachen Dou Shentong Mo Hao Chen Yongxin Zhang Uzair Ahmed Chenchen Zhu Marios Savvides 109 9 0 01 Apr 2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Paul Gavrikov J. Keuper AAML 107 31 0 29 Mar 2022
Automated Progressive Learning for Efficient Training of Vision Transformers Changlin Li Bohan Zhuang Guangrun Wang Xiaodan Liang Xiaojun Chang Yi Yang 108 46 0 28 Mar 2022
Enhancing Transformer Efficiency for Multivariate Time Series Classification Yuqing Wang Yun Zhao Linda R. Petzold AI4TS 55 2 0 28 Mar 2022
Revisiting Multi-Scale Feature Fusion for Semantic Segmentation Tianjian Meng Golnaz Ghiasi Reza Mahjorian Quoc V. Le Mingxing Tan SSeg 87 2 0 23 Mar 2022
TVConv: Efficient Translation Variant Convolution for Layout-aware Visual Processing Jie Chen Tianlang He Weipeng Zhuo Li Ma Sangtae Ha Shueng-Han Gary Chan CVBM 103 25 0 20 Mar 2022
Unidirectional Thin Adapter for Efficient Adaptation of Deep Neural Networks Hanqing Sun Hyun Ahn Hyungyu Lee Injung Kim 63 0 0 20 Mar 2022
Inferring topological transitions in pattern-forming processes with self-supervised learning M. Abram Keith Burghardt Greg Ver Steeg Aram Galstyan Rémi Dingreville AI4CE 37 9 0 19 Mar 2022
One-Stage Deep Edge Detection Based on Dense-Scale Feature Fusion and Pixel-Level Imbalance Learning Dawei Dai Chunjie Wang Shuyin Xia Yingge Liu Guo-Zhen Wang 62 10 0 17 Mar 2022
MetaFormer: A Unified Meta Framework for Fine-Grained Recognition Qishuai Diao Yi Jiang Bin Wen Jianxiang Sun Zehuan Yuan 77 63 0 05 Mar 2022
ROCT-Net: A new ensemble deep convolutional model with improved spatial resolution learning for detecting common diseases from retinal OCT images Mohammad Rahimzadeh M. Mohammadi 42 10 0 03 Mar 2022
Comprehensive Analysis of the Object Detection Pipeline on UAVs Leon Amadeus Varga Sebastian Koch A. Zell 47 5 0 01 Mar 2022
TRILLsson: Distilled Universal Paralinguistic Speech Representations Joel Shor Subhashini Venugopalan 88 41 0 01 Mar 2022
Increasing Depth of Neural Networks for Life-long Learning Jkedrzej Kozal Michal Wo'zniak CLL 64 8 0 22 Feb 2022
Visual Attention Network Meng-Hao Guo Chengrou Lu Zheng-Ning Liu Ming-Ming Cheng Shiyong Hu ViT VLM 149 680 0 20 Feb 2022
Multi-task UNet: Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray Images Hongzhi Zhu R. Rohling Septimiu Salcudean 68 5 0 15 Feb 2022
Gaze-Guided Class Activation Mapping: Leveraging Human Attention for Network Attention in Chest X-rays Classification Hongzhi Zhu Septimiu Salcudean R. Rohling MedIm 55 4 0 15 Feb 2022
Can Machines Help Us Answering Question 16 in Datasheets, and In Turn Reflecting on Inappropriate Content? P. Schramowski Christopher Tauchmann Kristian Kersting FaML 105 100 0 14 Feb 2022
Towards an Analytical Definition of Sufficient Data Adam Byerly T. Kalganova 110 4 0 07 Feb 2022
Navigating Neural Space: Revisiting Concept Activation Vectors to Overcome Directional Divergence Frederik Pahde Maximilian Dreyer Leander Weber Moritz Weckbecker Christopher J. Anders Thomas Wiegand Wojciech Samek Sebastian Lapuschkin 148 10 0 07 Feb 2022
Learning Features with Parameter-Free Layers Dongyoon Han Y. Yoo Beomyoung Kim Byeongho Heo 80 8 0 06 Feb 2022
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty Jaehoon Oh Sungnyun Kim Namgyu Ho Jin-Hwa Kim Hwanjun Song Se-Young Yun 67 38 0 01 Feb 2022
Training Thinner and Deeper Neural Networks: Jumpstart Regularization Carles Roger Riera Molina Camilo Rey Thiago Serra Eloi Puertas O. Pujol 86 4 0 30 Jan 2022
A Simple Guard for Learned Optimizers Isabeau Prémont-Schwarz Jaroslav Vítkru Jan Feyereisl 138 8 0 28 Jan 2022
UniFormer: Unifying Convolution and Self-attention for Visual Recognition Kunchang Li Yali Wang Junhao Zhang Peng Gao Guanglu Song Yu Liu Hongsheng Li Yu Qiao ViT 250 384 0 24 Jan 2022
Learning to Minimize the Remainder in Supervised Learning Yan Luo Yongkang Wong Mohan S. Kankanhalli Qi Zhao 97 1 0 23 Jan 2022
Survey on Federated Learning Threats: concepts, taxonomy on attacks and defences, experimental study and challenges Nuria Rodríguez-Barroso Daniel Jiménez López M. V. Luzón Francisco Herrera Eugenio Martínez-Cámara FedML 85 229 0 20 Jan 2022
UniFormer: Unified Transformer for Efficient Spatiotemporal Representation Learning Kunchang Li Yali Wang Peng Gao Guanglu Song Yu Liu Hongsheng Li Yu Qiao ViT 145 254 0 12 Jan 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 204 5,281 0 10 Jan 2022
ThreshNet: An Efficient DenseNet Using Threshold Mechanism to Reduce Connections Ruikang Ju Ting-Yu Lin Jia-Hao Jian Jen-Shiun Chiang Weida Yang 53 9 0 09 Jan 2022
Eye Know You Too: A DenseNet Architecture for End-to-end Eye Movement Biometrics Dillon Lohr Oleg V. Komogortsev 77 4 0 05 Jan 2022
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 128 27 0 16 Dec 2021
Model Doctor: A Simple Gradient Aggregation Strategy for Diagnosing and Treating CNN Classifiers Zunlei Feng Jiacong Hu Sai Wu Xiaotian Yu Mingli Song Xiuming Zhang 84 14 0 09 Dec 2021
Contrastive Learning with Large Memory Bank and Negative Embedding Subtraction for Accurate Copy Detection Shuhei Yokoo SSL 82 24 0 08 Dec 2021
Producing augmentation-invariant embeddings from real-life imagery S. M. Papadakis Sanjay V. Addicam 57 7 0 06 Dec 2021
A Fast Knowledge Distillation Framework for Visual Recognition Zhiqiang Shen Eric P. Xing VLM 112 50 0 02 Dec 2021
3rd Place Solution for NeurIPS 2021 Shifts Challenge: Vehicle Motion Prediction Ching-Yu Tseng Po-Shao Lin Yu-Jia Liou Kuan-Chih Huang Winston H. Hsu 3DPC OOD 46 1 0 02 Dec 2021
Vision Pair Learning: An Efficient Training Framework for Image Classification Bei Tong Xiaoyuan Yu ViT 59 0 0 02 Dec 2021
Temporally Resolution Decrement: Utilizing the Shape Consistency for Higher Computational Efficiency Tianshu Xie Xuan Cheng Minghui Liu Jiali Deng Xiaomin Wang Meilin Liu SupR 49 1 0 02 Dec 2021
OCR-free Document Understanding Transformer Geewook Kim Teakgyu Hong Moonbin Yim Jeongyeon Nam Jinyoung Park Jinyeong Yim Wonseok Hwang Sangdoo Yun Dongyoon Han Seunghyun Park ViT 163 274 0 30 Nov 2021