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
OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised Learning Spyros Gidaris Andrei Bursuc Gilles Puy N. Komodakis Matthieu Cord P. Pérez SSL 30 70 0 21 Dec 2020
ResizeMix: Mixing Data with Preserved Object Information and True Labels Jie Qin Jiemin Fang Qian Zhang Wenyu Liu Xingang Wang Xinggang Wang 22 82 0 21 Dec 2020
Three Ways to Improve Semantic Segmentation with Self-Supervised Depth Estimation Lukas Hoyer Dengxin Dai Yuhua Chen Adrian Köring Suman Saha Luc Van Gool 3DPC SSL MDE 33 103 0 19 Dec 2020
Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses Micah Goldblum Dimitris Tsipras Chulin Xie Xinyun Chen Avi Schwarzschild D. Song A. Madry Bo-wen Li Tom Goldstein SILM 27 270 0 18 Dec 2020
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation Haoyue Bai Rui Sun Lanqing Hong Fengwei Zhou Nanyang Ye Han-Jia Ye Shueng-Han Gary Chan Zhenguo Li OOD OODD CML 22 77 0 17 Dec 2020
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 252 969 0 13 Dec 2020
Mask Guided Matting via Progressive Refinement Network Qihang Yu Jianming Zhang He Zhang Yilin Wang Zhe-nan Lin N. Xu Yutong Bai Alan Yuille 39 112 0 12 Dec 2020
A Comprehensive Study of Deep Video Action Recognition Yi Zhu Xinyu Li Chunhui Liu Mohammadreza Zolfaghari Yuanjun Xiong Chongruo Wu Zhi-Li Zhang Joseph Tighe R. Manmatha Mu Li VLM AI4TS 38 185 0 11 Dec 2020
Concept Generalization in Visual Representation Learning Mert Bulent Sariyildiz Yannis Kalantidis Diane Larlus Alahari Karteek SSL 31 50 0 10 Dec 2020
A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data Xianfeng Li Weijie Chen Di Xie Shicai Yang Peng Yuan Shiliang Pu Yueting Zhuang 26 140 0 10 Dec 2020
SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data Shaoli Huang Xinchao Wang Dacheng Tao 24 116 0 09 Dec 2020
You Only Need Adversarial Supervision for Semantic Image Synthesis V. Sushko Edgar Schönfeld Dan Zhang Juergen Gall Bernt Schiele Anna Khoreva GAN 196 185 0 08 Dec 2020
Multi-Objective Interpolation Training for Robustness to Label Noise Diego Ortego Eric Arazo Paul Albert Noel E. O'Connor Kevin McGuinness NoLa 27 112 0 08 Dec 2020
VideoMix: Rethinking Data Augmentation for Video Classification Sangdoo Yun Seong Joon Oh Byeongho Heo Dongyoon Han Jinhyung Kim 346 73 0 07 Dec 2020
Select, Label, and Mix: Learning Discriminative Invariant Feature Representations for Partial Domain Adaptation Aadarsh Sahoo Yikang Shen Rogerio Feris Kate Saenko Abir Das VLM 53 20 0 06 Dec 2020
Seed the Views: Hierarchical Semantic Alignment for Contrastive Representation Learning Haohang Xu Xiaopeng Zhang Hao Li Lingxi Xie H. Xiong Qi Tian SSL 16 12 0 04 Dec 2020
Robust Instance Segmentation through Reasoning about Multi-Object Occlusion Xiaoding Yuan Adam Kortylewski Yihong Sun Alan Yuille 25 44 0 03 Dec 2020
Regularization via Adaptive Pairwise Label Smoothing Hongyu Guo 26 0 0 02 Dec 2020
A Three-Stage Self-Training Framework for Semi-Supervised Semantic Segmentation Rihuan Ke Angelica Aviles-Rivero Saurabh Pandey Saikumar Reddy Carola-Bibiane Schönlieb 31 52 0 01 Dec 2020
Robustness Out of the Box: Compositional Representations Naturally Defend Against Black-Box Patch Attacks Christian Cosgrove Adam Kortylewski Chenglin Yang Alan Yuille AAML 9 4 0 01 Dec 2020
Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data Nanqing Dong Michael C. Kampffmeyer Xiaodan Liang Min Xu Irina Voiculescu Eric P. Xing 17 18 0 28 Nov 2020
A Unified Mixture-View Framework for Unsupervised Representation Learning Xiangxiang Chu Xiaohang Zhan Bo-Wen Zhang SSL 17 1 0 26 Nov 2020
Grafit: Learning fine-grained image representations with coarse labels Hugo Touvron Alexandre Sablayrolles Matthijs Douze Matthieu Cord Hervé Jégou SSL 34 68 0 25 Nov 2020
Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis P. Katiyar Anna Khoreva 15 4 0 25 Nov 2020
StackMix: A complementary Mix algorithm John Chen Samarth Sinha Anastasios Kyrillidis 10 3 0 25 Nov 2020
KeepAugment: A Simple Information-Preserving Data Augmentation Approach Chengyue Gong Dilin Wang Meng Li Vikas Chandra Qiang Liu 33 113 0 23 Nov 2020
RNNP: A Robust Few-Shot Learning Approach Pratik Mazumder Pravendra Singh Vinay P. Namboodiri NoLa 15 17 0 22 Nov 2020
MixMix: All You Need for Data-Free Compression Are Feature and Data Mixing Yuhang Li Feng Zhu Ruihao Gong Mingzhu Shen Xin Dong F. Yu Shaoqing Lu Shi Gu MQ 39 38 0 19 Nov 2020
DeepRepair: Style-Guided Repairing for DNNs in the Real-world Operational Environment Bing Yu Hua Qi Qing Guo Felix Juefei Xu Xiaofei Xie L. Ma Jianjun Zhao 14 5 0 19 Nov 2020
Strong Data Augmentation Sanitizes Poisoning and Backdoor Attacks Without an Accuracy Tradeoff Eitan Borgnia Valeriia Cherepanova Liam H. Fowl Amin Ghiasi Jonas Geiping Micah Goldblum Tom Goldstein Arjun Gupta AAML 22 127 0 18 Nov 2020
Sequence-Level Mixed Sample Data Augmentation Demi Guo Yoon Kim Alexander M. Rush 25 98 0 18 Nov 2020
Can Semantic Labels Assist Self-Supervised Visual Representation Learning? Longhui Wei Lingxi Xie Jianzhong He Jianlong Chang Xiaopeng Zhang Wen-gang Zhou Houqiang Li Qi Tian SSL 22 25 0 17 Nov 2020
A Random Matrix Theory Approach to Damping in Deep Learning Diego Granziol Nicholas P. Baskerville AI4CE ODL 29 2 0 15 Nov 2020
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges Moloud Abdar Farhad Pourpanah Sadiq Hussain Dana Rezazadegan Li Liu ... Xiaochun Cao Abbas Khosravi U. Acharya V. Makarenkov S. Nahavandi BDL UQCV 51 1,879 0 12 Nov 2020
Towards Domain-Agnostic Contrastive Learning Vikas Verma Minh-Thang Luong Kenji Kawaguchi Hieu H. Pham Quoc V. Le SSL 15 115 0 09 Nov 2020
Detecting Outliers with Foreign Patch Interpolation Jeremy Tan Benjamin Hou James Batten Huaqi Qiu Bernhard Kainz MedIm 17 48 0 09 Nov 2020
Center-wise Local Image Mixture For Contrastive Representation Learning Hao Li Xiaopeng Zhang H. Xiong 21 8 0 05 Nov 2020
AOT: Appearance Optimal Transport Based Identity Swapping for Forgery Detection Hao Zhu Chaoyou Fu Qianyi Wu Wayne Wu Chao Qian Ran He 41 32 0 05 Nov 2020
Deep Active Learning with Augmentation-based Consistency Estimation SeulGi Hong Heonjin Ha Junmo Kim Min-Kook Choi 26 10 0 05 Nov 2020
Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning Beliz Gunel Jingfei Du Alexis Conneau Ves Stoyanov 18 497 0 03 Nov 2020
SapAugment: Learning A Sample Adaptive Policy for Data Augmentation Ting-Yao Hu A. Shrivastava Jen-Hao Rick Chang H. Koppula Stefan Braun Kyuyeon Hwang Ozlem Kalinli Oncel Tuzel 19 16 0 02 Nov 2020
MixKD: Towards Efficient Distillation of Large-scale Language Models Kevin J Liang Weituo Hao Dinghan Shen Yufan Zhou Weizhu Chen Changyou Chen Lawrence Carin 11 73 0 01 Nov 2020
Cross-directional Feature Fusion Network for Building Damage Assessment from Satellite Imagery Yu Shen Sijie Zhu Taojiannan Yang Cheng Chen 27 12 0 27 Oct 2020
Peak Detection On Data Independent Acquisition Mass Spectrometry Data With Semisupervised Convolutional Transformers Leon L. Xu H. Röst 11 1 0 26 Oct 2020
Learning Loss for Test-Time Augmentation Ildoo Kim Younghoon Kim Sungwoong Kim OOD 26 90 0 22 Oct 2020
Tilting at windmills: Data augmentation for deep pose estimation does not help with occlusions Rafal Pytel O. Kayhan Jan van Gemert 3DPC 24 6 0 20 Oct 2020
Combining Ensembles and Data Augmentation can Harm your Calibration Yeming Wen Ghassen Jerfel Rafael Muller Michael W. Dusenberry Jasper Snoek Balaji Lakshminarayanan Dustin Tran UQCV 32 63 0 19 Oct 2020
i-Mix: A Domain-Agnostic Strategy for Contrastive Representation Learning Kibok Lee Yian Zhu Kihyuk Sohn Chun-Liang Li Jinwoo Shin Honglak Lee SSL 33 26 0 17 Oct 2020
Pose And Joint-Aware Action Recognition Anshul B. Shah Shlok Kumar Mishra Ankan Bansal Jun-Cheng Chen Ramalingam Chellappa Abhinav Shrivastava 39 33 0 16 Oct 2020
Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness Long Zhao Ting Liu Xi Peng Dimitris N. Metaxas OOD AAML 27 165 0 15 Oct 2020