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
Does Data Augmentation Benefit from Split BatchNorms Amil Merchant Barret Zoph E. D. Cubuk 23 9 0 15 Oct 2020
HS-ResNet: Hierarchical-Split Block on Convolutional Neural Network P. Yuan Shufei Lin Cheng Cui Yuning Du Ruoyu Guo Dongliang He Errui Ding Shumin Han 27 43 0 15 Oct 2020
Viewmaker Networks: Learning Views for Unsupervised Representation Learning Alex Tamkin Mike Wu Noah D. Goodman SSL 28 64 0 14 Oct 2020
Data Augmentation for Meta-Learning Renkun Ni Micah Goldblum Amr Sharaf Kezhi Kong Tom Goldstein 29 74 0 14 Oct 2020
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets Shujun Wang Lequan Yu Kang Li Xin Yang Chi-Wing Fu Pheng-Ann Heng 6 131 0 13 Oct 2020
Deep learning for detection and segmentation of artefact and disease instances in gastrointestinal endoscopy Sharib Ali Mariia Dmitrieva N. Ghatwary Sophia Bano Gorkem Polat ... Terry Tran-Nguyen A. Bailey B. Braden J. East J. Rittscher 29 10 0 12 Oct 2020
Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers Christoph Kamann Burkhard Güssefeld Robin Hutmacher J. H. Metzen Carsten Rother 14 18 0 12 Oct 2020
How Does Mixup Help With Robustness and Generalization? Linjun Zhang Zhun Deng Kenji Kawaguchi Amirata Ghorbani James Zou AAML 27 244 0 09 Oct 2020
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification Oren Nuriel Sagie Benaim Lior Wolf 28 88 0 09 Oct 2020
Deep Learning in Diabetic Foot Ulcers Detection: A Comprehensive Evaluation Moi Hoon Yap Ryo Hachiuma A. Alavi Raphael Brüngel B. Cassidy ... David Gillespie N. Reeves Joseph M Pappachan C. O'Shea E. Frank FedML 21 122 0 07 Oct 2020
Non-anchor-based vehicle detection for traffic surveillance using bounding ellipses Byeonghyeop Yu Johyun Shin Gyeongjun Kim Seungbin Roh Keemin Sohn 12 8 0 05 Oct 2020
Local Additivity Based Data Augmentation for Semi-supervised NER Jiaao Chen Zhenghui Wang Ran Tian Zichao Yang Diyi Yang 6 57 0 04 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 53 628 0 02 Oct 2020
Effective Regularization Through Loss-Function Metalearning Santiago Gonzalez Risto Miikkulainen 29 5 0 02 Oct 2020
A Large Multi-Target Dataset of Common Bengali Handwritten Graphemes Samiul Alam Tahsin Reasat Asif Sushmit Sadi Mohammad Siddiquee Fuad Rahman Mahady Hasan Ahmed Imtiaz Humayun 12 21 0 01 Oct 2020
RRPN++: Guidance Towards More Accurate Scene Text Detection Jianqi Ma ObjD 19 6 0 28 Sep 2020
AIM 2020 Challenge on Real Image Super-Resolution: Methods and Results Pengxu Wei Hannan Lu Radu Timofte Liang Lin W. Zuo ... Jun-Ho Choi Jong-Seok Lee Feras Almasri T. Vandamme O. Debeir SupR 50 41 0 25 Sep 2020
In-sample Contrastive Learning and Consistent Attention for Weakly Supervised Object Localization Minsong Ki Youngjung Uh W. Lee H. Byun WSOL 37 29 0 25 Sep 2020
An original framework for Wheat Head Detection using Deep, Semi-supervised and Ensemble Learning within Global Wheat Head Detection (GWHD) Dataset Fares Fourati W. Souidène Rabah Attia 16 6 0 24 Sep 2020
Few-shot Font Generation with Localized Style Representations and Factorization Song Park Sanghyuk Chun Junbum Cha Bado Lee Hyunjung Shim 19 73 0 23 Sep 2020
PP-OCR: A Practical Ultra Lightweight OCR System Yuning Du Chenxia Li Ruoyu Guo Xiaoting Yin Weiwei Liu ... Yifan Bai Zilin Yu Yehua Yang Qingqing Dang Hongya Wang 29 178 0 21 Sep 2020
Adversarial Training with Stochastic Weight Average Joong-won Hwang Youngwan Lee Sungchan Oh Yuseok Bae OOD AAML 29 11 0 21 Sep 2020
Encoding Robustness to Image Style via Adversarial Feature Perturbations Manli Shu Zuxuan Wu Micah Goldblum Tom Goldstein AAML OOD 14 18 0 18 Sep 2020
MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks Zhiqiang Shen Marios Savvides 31 63 0 17 Sep 2020
AMRNet: Chips Augmentation in Aerial Images Object Detection Zhiwei Wei Chenzhen Duan Xinghao Song Ye Tian Hongpeng Wang ObjD 6 41 0 15 Sep 2020
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup Jang-Hyun Kim Wonho Choo Hyun Oh Song AAML 28 381 0 15 Sep 2020
Adaptive Label Smoothing Ujwal Krothapalli A. Lynn Abbott 33 9 0 14 Sep 2020
Manifold attack K. Tran Fred-Maurice Ngole-Mboula Jean-Luc Starck AAML OOD 21 0 0 13 Sep 2020
Removing the Background by Adding the Background: Towards Background Robust Self-supervised Video Representation Learning Jinpeng Wang Yuting Gao Ke Li Yiqi Lin A. J. Ma Hao Cheng Pai Peng Feiyue Huang Rongrong Ji Xing Sun SSL 44 96 0 12 Sep 2020
Improved Robustness to Open Set Inputs via Tempered Mixup Ryne Roady Tyler L. Hayes Christopher Kanan VLM OOD AAML 14 5 0 10 Sep 2020
On the Orthogonality of Knowledge Distillation with Other Techniques: From an Ensemble Perspective Seonguk Park Kiyoon Yoo Nojun Kwak FedML 16 3 0 09 Sep 2020
DeepSOCIAL: Social Distancing Monitoring and Infection Risk Assessment in COVID-19 Pandemic Mahdi Rezaei Mohsen Azarmi 15 154 0 26 Aug 2020
3rd Place Solution to "Google Landmark Retrieval 2020" Ke Mei Lei li Jinchang Xu Yanhua Cheng Yugeng Lin 3DV 3DPC 19 6 0 24 Aug 2020
Delving Deeper into Anti-aliasing in ConvNets Xueyan Zou Fanyi Xiao Zhiding Yu Yong Jae Lee SupR 30 102 0 21 Aug 2020
A Systematic Survey of Regularization and Normalization in GANs Ziqiang Li Muhammad Usman Rentuo Tao Pengfei Xia Xintian Wu Huanhuan Chen Bin Li 27 50 0 19 Aug 2020
Virtual Adversarial Training in Feature Space to Improve Unsupervised Video Domain Adaptation Artjoms Gorpincenko Geoffrey French Michal Mackiewicz OOD 19 2 0 19 Aug 2020
Model Patching: Closing the Subgroup Performance Gap with Data Augmentation Karan Goel Albert Gu Yixuan Li Christopher Ré 16 118 0 15 Aug 2020
Learning Temporally Invariant and Localizable Features via Data Augmentation for Video Recognition Taeoh Kim Hyeongmin Lee Myeongah Cho Hankook Lee Dong Heon Cho Sangyoun Lee 33 24 0 13 Aug 2020
Feature Binding with Category-Dependant MixUp for Semantic Segmentation and Adversarial Robustness Md. Amirul Islam M. Kowal Konstantinos G. Derpanis Neil D. B. Bruce 11 7 0 13 Aug 2020
Inter-Image Communication for Weakly Supervised Localization Xiaolin Zhang Yunchao Wei Yi Yang WSOL 22 108 0 12 Aug 2020
F2GAN: Fusing-and-Filling GAN for Few-shot Image Generation Y. Hong Li Niu Jianfu Zhang Weijie Zhao Chenghan Fu Liqing Zhang GAN 43 87 0 05 Aug 2020
Entropy Guided Adversarial Model for Weakly Supervised Object Localization Sabrina Narimene Benassou Wuzhen Shi Feng Jiang GAN AAML WSOL 23 5 0 04 Aug 2020
Mixup-CAM: Weakly-supervised Semantic Segmentation via Uncertainty Regularization Yu-Ting Chang Qiaosong Wang Wei-Chih Hung Robinson Piramuthu Yi-Hsuan Tsai Ming-Hsuan Yang UQCV WSOL 22 34 0 03 Aug 2020
Part-Aware Data Augmentation for 3D Object Detection in Point Cloud Jaeseok Choi Yeji Song Nojun Kwak 3DPC 35 63 0 27 Jul 2020
Regularizing Deep Networks with Semantic Data Augmentation Yulin Wang Gao Huang Shiji Song Xuran Pan Yitong Xia Cheng Wu 19 155 0 21 Jul 2020
ThriftyNets : Convolutional Neural Networks with Tiny Parameter Budget Guillaume Coiffier G. B. Hacene Vincent Gripon 27 2 0 20 Jul 2020
Robust Image Classification Using A Low-Pass Activation Function and DCT Augmentation Md Tahmid Hossain S. Teng Ferdous Sohel Guojun Lu 16 10 0 18 Jul 2020
Few-Shot Defect Segmentation Leveraging Abundant Normal Training Samples Through Normal Background Regularization and Crop-and-Paste Operation Dongyun Lin Yanpeng Cao Wenbin Zhu Yiqun Li UQCV 21 6 0 18 Jul 2020
Progressive Multi-stage Feature Mix for Person Re-Identification Yan Zhang Binyu He Li Sun 6 0 0 17 Jul 2020
A Technical Report for VIPriors Image Classification Challenge Zhipeng Luo Ge Li Zhiguang Zhang VLM 30 2 0 17 Jul 2020