CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features

13 May 2019

Papers citing "CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features"

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Title
PGADA: Perturbation-Guided Adversarial Alignment for Few-shot Learning Under the Support-Query Shift Siyang Jiang Wei Ding Hsi-Wen Chen Minghai Chen OOD 33 6 0 08 May 2022
Investigating and Explaining the Frequency Bias in Image Classification Zhiyu Lin Yifei Gao Jitao Sang FaML 25 16 0 06 May 2022
Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation Yuxin Kang Hansheng Li Xu Zhao D. Hu Feihong Liu Lei Cui Jun Feng Lin Yang 36 7 0 05 May 2022
InvNorm: Domain Generalization for Object Detection in Gastrointestinal Endoscopy Weichen Fan Yuanbo Yang Kunpeng Qiu Shuo Wang Yongxin Guo 46 3 0 05 May 2022
Sequencer: Deep LSTM for Image Classification Yuki Tatsunami Masato Taki VLM ViT 41 78 0 04 May 2022
Scene Clustering Based Pseudo-labeling Strategy for Multi-modal Aerial View Object Classification Jun-chen Yu Hao Chang Keda Lu Liwen Zhang Shenshen Du Zhong Zhang 32 2 0 04 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 41 0 0 03 May 2022
Better plain ViT baselines for ImageNet-1k Lucas Beyer Xiaohua Zhai Alexander Kolesnikov ViT VLM 33 114 0 03 May 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 53 405 0 03 May 2022
Contrastive Learning for Prompt-Based Few-Shot Language Learners Yiren Jian Chongyang Gao Soroush Vosoughi VLM 23 32 0 03 May 2022
Cross-Domain Correlation Distillation for Unsupervised Domain Adaptation in Nighttime Semantic Segmentation Huan-ang Gao Jichang Guo Guoli Wang Qian Zhang 53 63 0 02 May 2022
Traffic Context Aware Data Augmentation for Rare Object Detection in Autonomous Driving Na Li Fan Song Ying Zhang Pengpeng Liang Erkang Cheng 30 5 0 01 May 2022
Region-level Contrastive and Consistency Learning for Semi-Supervised Semantic Segmentation Jianrong Zhang Tianyi Wu Chuan-Yong Ding Hongwei Zhao Guodong Guo ISeg 43 15 0 28 Apr 2022
Attention Consistency on Visual Corruptions for Single-Source Domain Generalization Ilke Çugu Massimiliano Mancini Yanbei Chen Zeynep Akata OOD 24 45 0 27 Apr 2022
DearKD: Data-Efficient Early Knowledge Distillation for Vision Transformers Xianing Chen Qiong Cao Yujie Zhong Jing Zhang Shenghua Gao Dacheng Tao ViT 51 77 0 27 Apr 2022
Adaptive Split-Fusion Transformer Zixuan Su Hao Zhang Jingjing Chen Lei Pang Chong-Wah Ngo Yu-Gang Jiang ViT 52 8 0 26 Apr 2022
Deeper Insights into the Robustness of ViTs towards Common Corruptions Rui Tian Zuxuan Wu Qi Dai Han Hu Yu-Gang Jiang ViT AAML 60 5 0 26 Apr 2022
VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization Minghui Chen Cheng Wen Feng Zheng Fengxiang He Ling Shao OODD 19 3 0 25 Apr 2022
EPiDA: An Easy Plug-in Data Augmentation Framework for High Performance Text Classification Minyi Zhao Lu Zhang Yi Xu Jiandong Ding Jihong Guan Shuigeng Zhou VLM 54 10 0 24 Apr 2022
VISTA: Vision Transformer enhanced by U-Net and Image Colorfulness Frame Filtration for Automatic Retail Checkout Md. Istiak Hossain Shihab Nazia Tasnim H. Zunair L. Rupty Nabeel Mohammed 46 8 0 23 Apr 2022
Universum-inspired Supervised Contrastive Learning Aiyang Han Chuanxing Geng Songcan Chen SSL 34 3 0 22 Apr 2022
Reinforcing Generated Images via Meta-learning for One-Shot Fine-Grained Visual Recognition Satoshi Tsutsui Yanwei Fu David J. Crandall GAN 27 12 0 22 Apr 2022
Fast AdvProp Jieru Mei Yucheng Han Yutong Bai Yixiao Zhang Yingwei Li Xianhang Li Alan Yuille Cihang Xie AAML 43 8 0 21 Apr 2022
Diverse Imagenet Models Transfer Better Niv Nayman A. Golbert Asaf Noy Tan Ping Lihi Zelnik-Manor 38 0 0 19 Apr 2022
Revisiting Vicinal Risk Minimization for Partially Supervised Multi-Label Classification Under Data Scarcity Nanqing Dong Jiayi Wang Irina Voiculescu 24 6 0 19 Apr 2022
Not All Tokens Are Equal: Human-centric Visual Analysis via Token Clustering Transformer Wang Zeng Sheng Jin Wentao Liu Chao Qian Ping Luo Ouyang Wanli Xiaogang Wang ViT 28 120 0 19 Apr 2022
Image Data Augmentation for Deep Learning: A Survey Suorong Yang Wei-Ting Xiao Mengcheng Zhang Suhan Guo Jian Zhao S. Furao 32 235 0 19 Apr 2022
VSA: Learning Varied-Size Window Attention in Vision Transformers Qiming Zhang Yufei Xu Jing Zhang Dacheng Tao 33 53 0 18 Apr 2022
The Devil is in the Frequency: Geminated Gestalt Autoencoder for Self-Supervised Visual Pre-Training Hao Liu Xinghua Jiang Xin Li Antai Guo Deqiang Jiang Bo Ren 37 37 0 18 Apr 2022
A Survivor in the Era of Large-Scale Pretraining: An Empirical Study of One-Stage Referring Expression Comprehension Gen Luo Yiyi Zhou Jiamu Sun Xiaoshuai Sun Rongrong Ji ObjD 33 10 0 17 Apr 2022
ResT V2: Simpler, Faster and Stronger Qing-Long Zhang Yubin Yang ViT 37 25 0 15 Apr 2022
MiniViT: Compressing Vision Transformers with Weight Multiplexing Jinnian Zhang Houwen Peng Kan Wu Mengchen Liu Bin Xiao Jianlong Fu Lu Yuan ViT 36 124 0 14 Apr 2022
Neighborhood Attention Transformer Ali Hassani Steven Walton Jiacheng Li Shengjia Li Humphrey Shi ViT AI4TS 52 259 0 14 Apr 2022
Masked Siamese Networks for Label-Efficient Learning Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Florian Bordes Pascal Vincent Armand Joulin Michael G. Rabbat Nicolas Ballas SSL 45 313 0 14 Apr 2022
DeiT III: Revenge of the ViT Hugo Touvron Matthieu Cord Hervé Jégou ViT 53 399 0 14 Apr 2022
Implicit Sample Extension for Unsupervised Person Re-Identification Xinyu Zhang Dongdong Li Zhigang Wang Jian Wang Errui Ding Javen Qinfeng Shi Zhaoxi Zhang Jingdong Wang 37 76 0 14 Apr 2022
ViTOL: Vision Transformer for Weakly Supervised Object Localization Saurav Gupta Sourav Lakhotia Abhay Rawat Rahul Tallamraju WSOL 36 21 0 14 Apr 2022
RecurSeed and EdgePredictMix: Pseudo-Label Refinement Learning for Weakly Supervised Semantic Segmentation across Single- and Multi-Stage Frameworks Sang-Kee Jo In-Jae Yu Kyungsu Kim 55 4 0 14 Apr 2022
Local Feature Swapping for Generalization in Reinforcement Learning David Bertoin Emmanuel Rachelson OOD 36 15 0 13 Apr 2022
SuperpixelGridCut, SuperpixelGridMean and SuperpixelGridMix Data Augmentation K. Hammoudi A. Cabani Bouthaina Slika H. Benhabiles Fadi Dornaika Mahmoud Melkemi 44 3 0 11 Apr 2022
Evaluating Vision Transformer Methods for Deep Reinforcement Learning from Pixels Tianxin Tao Daniele Reda M. van de Panne ViT 24 19 0 11 Apr 2022
Anti-Adversarially Manipulated Attributions for Weakly Supervised Semantic Segmentation and Object Localization Jungbeom Lee Eunji Kim J. Mok Sung-Hoon Yoon WSOL 50 29 0 11 Apr 2022
Linear Complexity Randomized Self-attention Mechanism Lin Zheng Chong-Jun Wang Lingpeng Kong 27 31 0 10 Apr 2022
Investigating Deep Learning Benchmarks for Electrocardiography Signal Processing Hao Wen Ji-Su Kang 18 5 0 09 Apr 2022
The Effects of Regularization and Data Augmentation are Class Dependent Randall Balestriero Léon Bottou Yann LeCun 49 95 0 07 Apr 2022
Unified Contrastive Learning in Image-Text-Label Space Jianwei Yang Chunyuan Li Pengchuan Zhang Bin Xiao Ce Liu Lu Yuan Jianfeng Gao VLM SSL 61 222 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 51 11 0 07 Apr 2022
ECCV Caption: Correcting False Negatives by Collecting Machine-and-Human-verified Image-Caption Associations for MS-COCO Sanghyuk Chun Wonjae Kim Song Park Minsuk Chang Seong Joon Oh VLM 397 43 0 07 Apr 2022
Multi-Sample $ζ$ -mixup: Richer, More Realistic Synthetic Samples from a $p$ -Series Interpolant Kumar Abhishek Colin J. Brown Ghassan Hamarneh 39 2 0 07 Apr 2022
An Empirical Study of Remote Sensing Pretraining Di Wang Jing Zhang Bo Du Guisong Xia Dacheng Tao EDL 43 192 0 06 Apr 2022