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ResNet strikes back: An improved training procedure in timm

ResNet strikes back: An improved training procedure in timm

1 October 2021
Ross Wightman
Hugo Touvron
Hervé Jégou
    AI4TS
ArXiv (abs)PDFHTML

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

50 / 306 papers shown
Title
How Much Data Are Augmentations Worth? An Investigation into Scaling
  Laws, Invariance, and Implicit Regularization
How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization
Jonas Geiping
Micah Goldblum
Gowthami Somepalli
Ravid Shwartz-Ziv
Tom Goldstein
A. Wilson
107
43
0
12 Oct 2022
Neighbourhood Representative Sampling for Efficient End-to-end Video
  Quality Assessment
Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment
Haoning Wu
Chaofeng Chen
Liang Liao
Jingwen Hou
Wenxiu Sun
Qiong Yan
Liang Feng
Weisi Lin
94
45
0
11 Oct 2022
A Differentiable Distance Approximation for Fairer Image Classification
A Differentiable Distance Approximation for Fairer Image Classification
Nicholas Rosa
Tom Drummond
Mehrtash Harandi
73
0
0
09 Oct 2022
Understanding the Covariance Structure of Convolutional Filters
Understanding the Covariance Structure of Convolutional Filters
Asher Trockman
Devin Willmott
J. Zico Kolter
94
13
0
07 Oct 2022
The Lie Derivative for Measuring Learned Equivariance
The Lie Derivative for Measuring Learned Equivariance
Nate Gruver
Marc Finzi
Micah Goldblum
A. Wilson
99
40
0
06 Oct 2022
Block-wise Training of Residual Networks via the Minimizing Movement
  Scheme
Block-wise Training of Residual Networks via the Minimizing Movement Scheme
Skander Karkar
Ibrahim Ayed
Emmanuel de Bézenac
Patrick Gallinari
68
1
0
03 Oct 2022
Variance Covariance Regularization Enforces Pairwise Independence in
  Self-Supervised Representations
Variance Covariance Regularization Enforces Pairwise Independence in Self-Supervised Representations
Grégoire Mialon
Randall Balestriero
Yann LeCun
98
10
0
29 Sep 2022
A Light Recipe to Train Robust Vision Transformers
A Light Recipe to Train Robust Vision Transformers
Edoardo Debenedetti
Vikash Sehwag
Prateek Mittal
ViT
101
71
0
15 Sep 2022
VS-CAM: Vertex Semantic Class Activation Mapping to Interpret Vision
  Graph Neural Network
VS-CAM: Vertex Semantic Class Activation Mapping to Interpret Vision Graph Neural Network
Zhenpeng Feng
Xiyang Cui
Hongbing Ji
Mingzhe Zhu
Ljubisa Stankovic
71
11
0
15 Sep 2022
Revisiting Neural Scaling Laws in Language and Vision
Revisiting Neural Scaling Laws in Language and Vision
Ibrahim Alabdulmohsin
Behnam Neyshabur
Xiaohua Zhai
235
111
0
13 Sep 2022
Inverse Image Frequency for Long-tailed Image Recognition
Inverse Image Frequency for Long-tailed Image Recognition
Konstantinos Panagiotis Alexandridis
Shang Luo
Anh H. Nguyen
Jiankang Deng
Stefanos Zafeiriou
86
11
0
11 Sep 2022
OpenMixup: A Comprehensive Mixup Benchmark for Visual Classification
OpenMixup: A Comprehensive Mixup Benchmark for Visual Classification
Siyuan Li
Zedong Wang
Zicheng Liu
Di Wu
Cheng Tan
Weiyang Jin
Stan Z. Li
VLM
86
33
0
11 Sep 2022
Improving the Accuracy and Robustness of CNNs Using a Deep CCA Neural
  Data Regularizer
Improving the Accuracy and Robustness of CNNs Using a Deep CCA Neural Data Regularizer
Cassidy Pirlot
Richard C. Gerum
Cory Efird
J. Zylberberg
Alona Fyshe
OOD
70
6
0
06 Sep 2022
Back-to-Bones: Rediscovering the Role of Backbones in Domain
  Generalization
Back-to-Bones: Rediscovering the Role of Backbones in Domain Generalization
Simone Angarano
Mauro Martini
Francesco Salvetti
Vittorio Mazzia
Marcello Chiaberge
OOD
107
12
0
02 Sep 2022
Transferability Ranking of Adversarial Examples
Transferability Ranking of Adversarial Examples
Mosh Levy
Guy Amit
Yuval Elovici
Yisroel Mirsky
AAML
117
0
0
23 Aug 2022
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function
  Perspective
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective
Chanwoo Park
Sangdoo Yun
Sanghyuk Chun
AAML
83
32
0
21 Aug 2022
CoShNet: A Hybrid Complex Valued Neural Network using Shearlets
CoShNet: A Hybrid Complex Valued Neural Network using Shearlets
Manny Ko
Ujjawal K. Panchal
Héctor Andrade-Loarca
Andres Mendez-Vazquez
117
1
0
14 Aug 2022
Adan: Adaptive Nesterov Momentum Algorithm for Faster Optimizing Deep
  Models
Adan: Adaptive Nesterov Momentum Algorithm for Faster Optimizing Deep Models
Xingyu Xie
Pan Zhou
Huan Li
Zhouchen Lin
Shuicheng Yan
ODL
94
169
0
13 Aug 2022
Leveraging the HW/SW Optimizations and Ecosystems that Drive the AI
  Revolution
Leveraging the HW/SW Optimizations and Ecosystems that Drive the AI Revolution
H. Carvalho
P. Zaykov
Asim Ukaye
50
1
0
04 Aug 2022
Trainability Preserving Neural Pruning
Trainability Preserving Neural Pruning
Huan Wang
Yun Fu
AAML
70
17
0
25 Jul 2022
Respecting Time Series Properties Makes Deep Time Series Forecasting
  Perfect
Respecting Time Series Properties Makes Deep Time Series Forecasting Perfect
Li Shen
Yuning Wei
Yangzhu Wang
AI4TS
101
8
0
22 Jul 2022
SplitMixer: Fat Trimmed From MLP-like Models
SplitMixer: Fat Trimmed From MLP-like Models
Ali Borji
Sikun Lin
48
3
0
21 Jul 2022
TokenMix: Rethinking Image Mixing for Data Augmentation in Vision
  Transformers
TokenMix: Rethinking Image Mixing for Data Augmentation in Vision Transformers
Jihao Liu
B. Liu
Hang Zhou
Hongsheng Li
Yu Liu
ViT
89
68
0
18 Jul 2022
Improving Deep Neural Network Random Initialization Through Neuronal
  Rewiring
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring
Leonardo F. S. Scabini
B. De Baets
Odemir M. Bruno
AI4CE
81
7
0
17 Jul 2022
Robust and efficient computation of retinal fractal dimension through
  deep approximation
Robust and efficient computation of retinal fractal dimension through deep approximation
Justin Engelmann
A. Villaplana-Velasco
Amos Storkey
Miguel O. Bernabeu
24
11
0
12 Jul 2022
Beyond Transfer Learning: Co-finetuning for Action Localisation
Beyond Transfer Learning: Co-finetuning for Action Localisation
Anurag Arnab
Xuehan Xiong
A. Gritsenko
Rob Romijnders
Josip Djolonga
Mostafa Dehghani
Chen Sun
Mario Lucic
Cordelia Schmid
87
8
0
08 Jul 2022
No Reason for No Supervision: Improved Generalization in Supervised
  Models
No Reason for No Supervision: Improved Generalization in Supervised Models
Mert Bulent Sariyildiz
Yannis Kalantidis
Alahari Karteek
Diane Larlus
SSLOODLRM
87
29
0
30 Jun 2022
Exploring Temporally Dynamic Data Augmentation for Video Recognition
Exploring Temporally Dynamic Data Augmentation for Video Recognition
Taeoh Kim
Jinhyung Kim
Minho Shim
Sangdoo Yun
Myunggu Kang
Dongyoon Wee
Sangyoun Lee
AI4TS
116
10
0
30 Jun 2022
Benchopt: Reproducible, efficient and collaborative optimization
  benchmarks
Benchopt: Reproducible, efficient and collaborative optimization benchmarks
Thomas Moreau
Mathurin Massias
Alexandre Gramfort
Pierre Ablin
Pierre-Antoine Bannier Benjamin Charlier
...
Binh Duc Nguyen
A. Rakotomamonjy
Zaccharie Ramzi
Joseph Salmon
Samuel Vaiter
124
36
0
27 Jun 2022
Bag of Tricks for Long-Tail Visual Recognition of Animal Species in
  Camera-Trap Images
Bag of Tricks for Long-Tail Visual Recognition of Animal Species in Camera-Trap Images
Fagner Cunha
E. M. Santos
J. Colonna
148
16
0
24 Jun 2022
EATFormer: Improving Vision Transformer Inspired by Evolutionary
  Algorithm
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm
Jiangning Zhang
Xiangtai Li
Yabiao Wang
Chengjie Wang
Yibo Yang
Yong Liu
Dacheng Tao
ViT
121
35
0
19 Jun 2022
Masked Frequency Modeling for Self-Supervised Visual Pre-Training
Masked Frequency Modeling for Self-Supervised Visual Pre-Training
Jiahao Xie
Wei Li
Xiaohang Zhan
Ziwei Liu
Yew-Soon Ong
Chen Change Loy
115
74
0
15 Jun 2022
Peripheral Vision Transformer
Peripheral Vision Transformer
Juhong Min
Yucheng Zhao
Chong Luo
Minsu Cho
ViTMDE
79
33
0
14 Jun 2022
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling
  Strategies
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies
Guocheng Qian
Yuchen Li
Houwen Peng
Jinjie Mai
Hasan Hammoud
Mohamed Elhoseiny
Guohao Li
3DPC
153
647
0
09 Jun 2022
Can CNNs Be More Robust Than Transformers?
Can CNNs Be More Robust Than Transformers?
Zeyu Wang
Yutong Bai
Yuyin Zhou
Cihang Xie
UQCVOOD
115
46
0
07 Jun 2022
Separable Self-attention for Mobile Vision Transformers
Separable Self-attention for Mobile Vision Transformers
Sachin Mehta
Mohammad Rastegari
ViTMQ
105
265
0
06 Jun 2022
CVNets: High Performance Library for Computer Vision
CVNets: High Performance Library for Computer Vision
Sachin Mehta
Farzad Abdolhosseini
Mohammad Rastegari
79
22
0
04 Jun 2022
Gradient Obfuscation Checklist Test Gives a False Sense of Security
Gradient Obfuscation Checklist Test Gives a False Sense of Security
Nikola Popovic
D. Paudel
Thomas Probst
Luc Van Gool
AAML
81
6
0
03 Jun 2022
Vision GNN: An Image is Worth Graph of Nodes
Vision GNN: An Image is Worth Graph of Nodes
Kai Han
Yunhe Wang
Jianyuan Guo
Yehui Tang
Enhua Wu
GNN3DH
116
373
0
01 Jun 2022
Batch Normalization Is Blind to the First and Second Derivatives of the
  Loss
Batch Normalization Is Blind to the First and Second Derivatives of the Loss
Zhanpeng Zhou
Wen Shen
Huixin Chen
Ling Tang
Quanshi Zhang
64
2
0
30 May 2022
Do Residual Neural Networks discretize Neural Ordinary Differential
  Equations?
Do Residual Neural Networks discretize Neural Ordinary Differential Equations?
Michael E. Sander
Pierre Ablin
Gabriel Peyré
112
28
0
29 May 2022
A General Multiple Data Augmentation Based Framework for Training Deep
  Neural Networks
A General Multiple Data Augmentation Based Framework for Training Deep Neural Networks
Bin Hu
Yu Sun
•. A. K. Qin
AI4CE
60
0
0
29 May 2022
MDMLP: Image Classification from Scratch on Small Datasets with MLP
MDMLP: Image Classification from Scratch on Small Datasets with MLP
Tianxu Lv
Chongyang Bai
Chaojie Wang
66
6
0
28 May 2022
A Closer Look at Self-Supervised Lightweight Vision Transformers
A Closer Look at Self-Supervised Lightweight Vision Transformers
Shaoru Wang
Jin Gao
Zeming Li
Jian Sun
Weiming Hu
ViT
148
46
0
28 May 2022
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN
Siyuan Li
Di Wu
Fang Wu
Lei Shang
Stan.Z.Li
84
49
0
27 May 2022
A Survey on Long-Tailed Visual Recognition
A Survey on Long-Tailed Visual Recognition
Lu Yang
He Jiang
Q. Song
Jun Guo
93
134
0
27 May 2022
TransBoost: Improving the Best ImageNet Performance using Deep
  Transduction
TransBoost: Improving the Best ImageNet Performance using Deep Transduction
Omer Belhasin
Guy Bar-Shalom
Ran El-Yaniv
ViT
103
3
0
26 May 2022
Fast Vision Transformers with HiLo Attention
Fast Vision Transformers with HiLo Attention
Zizheng Pan
Jianfei Cai
Bohan Zhuang
67
167
0
26 May 2022
Inception Transformer
Inception Transformer
Chenyang Si
Weihao Yu
Pan Zhou
Yichen Zhou
Xinchao Wang
Shuicheng Yan
ViT
118
199
0
25 May 2022
Knowledge Distillation from A Stronger Teacher
Knowledge Distillation from A Stronger Teacher
Tao Huang
Shan You
Fei Wang
Chao Qian
Chang Xu
101
258
0
21 May 2022
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