ResNet strikes back: An improved training procedure in timm

1 October 2021

Papers citing "ResNet strikes back: An improved training procedure in timm"

50 / 306 papers shown

Title
Biologically inspired deep residual networks for computer vision applications P. Varghese Dr. G. Arockia Selva Saroja 10 0 0 05 May 2022
In Defense of Image Pre-Training for Spatiotemporal Recognition Xianhang Li Huiyu Wang Chen Wei Jieru Mei Alan Yuille Yuyin Zhou Cihang Xie 61 0 0 03 May 2022
Better plain ViT baselines for ImageNet-1k Lucas Beyer Xiaohua Zhai Alexander Kolesnikov ViT VLM 103 118 0 03 May 2022
PolyLoss: A Polynomial Expansion Perspective of Classification Loss Functions Zhaoqi Leng Mingxing Tan Chenxi Liu E. D. Cubuk Xiaojie Shi Shuyang Cheng Drago Anguelov 92 141 0 26 Apr 2022
Merging of neural networks Martin Pasen Vladimír Boza FedML MoMe 78 2 0 21 Apr 2022
NAFSSR: Stereo Image Super-Resolution Using NAFNet Xiaojie Chu Liangyu Chen Wenqing Yu SupR 88 121 0 19 Apr 2022
DeiT III: Revenge of the ViT Hugo Touvron Matthieu Cord Hervé Jégou ViT 129 418 0 14 Apr 2022
Negligible effect of brain MRI data preprocessing for tumor segmentation E. Kondrateva Polina Druzhinina A. Dalechina S. Zolotova A. Golanov B. Shirokikh Mikhail Belyaev Anvar Kurmukov 64 3 0 11 Apr 2022
Solving ImageNet: a Unified Scheme for Training any Backbone to Top Results T. Ridnik Hussam Lawen Emanuel Ben-Baruch Asaf Noy 104 11 0 07 Apr 2022
MixFormer: Mixing Features across Windows and Dimensions Qiang Chen Qiman Wu Jian Wang Qinghao Hu T. Hu Errui Ding Jian Cheng Jingdong Wang MDE ViT 80 109 0 06 Apr 2022
Improving Vision Transformers by Revisiting High-frequency Components Jiawang Bai Liuliang Yuan Shutao Xia Shuicheng Yan Zhifeng Li Wen Liu ViT 108 94 0 03 Apr 2022
AudioTagging Done Right: 2nd comparison of deep learning methods for environmental sound classification Juncheng Billy Li Shuhui Qu Po-Yao (Bernie) Huang Florian Metze VLM 100 9 0 25 Mar 2022
Focal Modulation Networks Jianwei Yang Chunyuan Li Xiyang Dai Lu Yuan Jianfeng Gao 3DPC 109 280 0 22 Mar 2022
Harnessing Hard Mixed Samples with Decoupled Regularizer Zicheng Liu Siyuan Li Ge Wang Cheng Tan Lirong Wu Stan Z. Li 141 19 0 21 Mar 2022
Disentangling Architecture and Training for Optical Flow Deqing Sun Charles Herrmann F. Reda Michael Rubinstein David Fleet William T. Freeman 3DPC OOD 152 35 0 21 Mar 2022
Three things everyone should know about Vision Transformers Hugo Touvron Matthieu Cord Alaaeldin El-Nouby Jakob Verbeek Hervé Jégou ViT 114 123 0 18 Mar 2022
Deep AutoAugment Yu Zheng Zikai Zhang Shen Yan Mi Zhang ViT 100 28 0 11 Mar 2022
Spatial Consistency Loss for Training Multi-Label Classifiers from Single-Label Annotations Thomas Verelst Paul Kishan Rubenstein M. Eichner Tinne Tuytelaars Maxim Berman 85 20 0 11 Mar 2022
Detection of multiple retinal diseases in ultra-widefield fundus images using deep learning: data-driven identification of relevant regions Justin Engelmann Alice D. McTrusty Ian J. C. MacCormick Emma Pead Amos Storkey Miguel O. Bernabeu MedIm 44 1 0 11 Mar 2022
Active Token Mixer Guoqiang Wei Zhizheng Zhang Cuiling Lan Yan Lu Zhibo Chen 57 15 0 11 Mar 2022
Multi-trial Neural Architecture Search with Lottery Tickets Zimian Wei H. Pan Lujun Li Menglong Lu Xin-Yi Niu Peijie Dong Dongsheng Li ViT 79 0 0 08 Mar 2022
Differentially private training of residual networks with scale normalisation Helena Klause Alexander Ziller Daniel Rueckert Kerstin Hammernik Georgios Kaissis 67 34 0 01 Mar 2022
Retrieval Augmented Classification for Long-Tail Visual Recognition Alex Long Wei Yin Thalaiyasingam Ajanthan Vu-Linh Nguyen Pulak Purkait Ravi Garg Alan Blair Chunhua Shen Anton Van Den Hengel 70 113 0 22 Feb 2022
A Self-Supervised Descriptor for Image Copy Detection Ed Pizzi Sreya . Dutta Roy Sugosh Nagavara Ravindra Priya Goyal Matthijs Douze SSL 96 126 0 21 Feb 2022
Corrupted Image Modeling for Self-Supervised Visual Pre-Training Yuxin Fang Li Dong Hangbo Bao Xinggang Wang Furu Wei 102 88 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 144 10 0 07 Feb 2022
Heed the Noise in Performance Evaluations in Neural Architecture Search A. Dushatskiy Tanja Alderliesten Peter A. N. Bosman 30 1 0 04 Feb 2022
Patches Are All You Need? Asher Trockman J. Zico Kolter ViT 272 414 0 24 Jan 2022
Graph Neural Networks for Cross-Camera Data Association Elena Luna Juan C. Sanmiguel Jose M. Martínez Pablo Carballeira 60 21 0 17 Jan 2022
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? Nenad Tomašev Ioana Bica Brian McWilliams Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL 179 83 0 13 Jan 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 202 5,261 0 10 Jan 2022
Learning Spatially-Adaptive Squeeze-Excitation Networks for Image Synthesis and Image Recognition Jianghao Shen Tianfu Wu ViT 47 0 0 29 Dec 2021
Augmenting Convolutional networks with attention-based aggregation Hugo Touvron Matthieu Cord Alaaeldin El-Nouby Piotr Bojanowski Armand Joulin Gabriel Synnaeve Hervé Jégou ViT 114 49 0 27 Dec 2021
Learned Queries for Efficient Local Attention Moab Arar Ariel Shamir Amit H. Bermano ViT 143 30 0 21 Dec 2021
Dilated convolution with learnable spacings Ismail Khalfaoui-Hassani Thomas Pellegrini T. Masquelier 123 32 0 07 Dec 2021
A Fast Knowledge Distillation Framework for Visual Recognition Zhiqiang Shen Eric P. Xing VLM 112 49 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 42 1 0 02 Dec 2021
Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup Siyuan Li Zicheng Liu Zedong Wang Di Wu Zihan Liu Stan Z. Li 102 27 0 30 Nov 2021
ML-Decoder: Scalable and Versatile Classification Head T. Ridnik Gilad Sharir Avi Ben-Cohen Emanuel Ben-Baruch Asaf Noy VLM 86 108 0 25 Nov 2021
GreedyNASv2: Greedier Search with a Greedy Path Filter Tao Huang Shan You Fei Wang Chao Qian Changshui Zhang Xiaogang Wang Chang Xu 95 18 0 24 Nov 2021
MetaFormer Is Actually What You Need for Vision Weihao Yu Mi Luo Pan Zhou Chenyang Si Yichen Zhou Xinchao Wang Jiashi Feng Shuicheng Yan 175 927 0 22 Nov 2021
XnODR and XnIDR: Two Accurate and Fast Fully Connected Layers For Convolutional Neural Networks Jian Sun A. P. Fard Mohammad H. Mahoor 3DPC 58 8 0 21 Nov 2021
Are we ready for a new paradigm shift? A Survey on Visual Deep MLP Ruiyang Liu Hai-Tao Zheng Li Tao Dun Liang Haitao Zheng 215 100 0 07 Nov 2021
Identifying the key components in ResNet-50 for diabetic retinopathy grading from fundus images: a systematic investigation Yijin Huang Li Lin Pujin Cheng Junyan Lyu Roger Tam Xiaoying Tang 90 33 0 27 Oct 2021
Revisiting Batch Norm Initialization Jim Davis Logan Frank 66 4 0 26 Oct 2021
The Efficiency Misnomer Daoyuan Chen Liuyi Yao Dawei Gao Ashish Vaswani Yaliang Li 109 103 0 25 Oct 2021
Automated Quality Control of Vacuum Insulated Glazing by Convolutional Neural Network Image Classification Henrik Riedel Sleheddine Mokdad I. Schulz C. Kocer P. Rosendahl J. Schneider M. Kraus M. Drass 52 14 0 15 Oct 2021
PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions Eleonora Grassucci Aston Zhang Danilo Comminiello 83 37 0 08 Oct 2021
Landslide Detection in Real-Time Social Media Image Streams Ferda Ofli Muhammad Imran U. Qazi J. Roch C. Pennington V. Banks R. Bossu 59 13 0 03 Oct 2021
AutoInit: Analytic Signal-Preserving Weight Initialization for Neural Networks G. Bingham Risto Miikkulainen ODL 74 4 0 18 Sep 2021