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
Open Domain Generalization with Domain-Augmented Meta-Learning Yang Shu Zhangjie Cao Chenyu Wang Jianmin Wang Mingsheng Long OOD 27 163 0 08 Apr 2021
An Empirical Study of the Effects of Sample-Mixing Methods for Efficient Training of Generative Adversarial Networks M. Takamoto Yusuke Morishita AAML 19 1 0 08 Apr 2021
Artificial and beneficial -- Exploiting artificial images for aerial vehicle detection I. Weber J. Bongartz R. Roscher 13 11 0 07 Apr 2021
Domain Generalization with MixStyle Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang 71 744 0 05 Apr 2021
On-the-Fly Aligned Data Augmentation for Sequence-to-Sequence ASR Tsz Kin Lam Mayumi Ohta Shigehiko Schamoni Stefan Riezler 25 27 0 03 Apr 2021
Diverse Gaussian Noise Consistency Regularization for Robustness and Uncertainty Calibration Theodoros Tsiligkaridis Athanasios Tsiligkaridis 25 3 0 02 Apr 2021
Defending Against Image Corruptions Through Adversarial Augmentations D. A. Calian Florian Stimberg Olivia Wiles Sylvestre-Alvise Rebuffi András Gyorgy Timothy A. Mann Sven Gowal AAML 17 41 0 02 Apr 2021
Multiple Heads are Better than One: Few-shot Font Generation with Multiple Localized Experts Song Park Sanghyuk Chun Junbum Cha Bado Lee Hyunjung Shim 46 63 0 02 Apr 2021
Is Label Smoothing Truly Incompatible with Knowledge Distillation: An Empirical Study Zhiqiang Shen Zechun Liu Dejia Xu Zitian Chen Kwang-Ting Cheng Marios Savvides 13 75 0 01 Apr 2021
Improving Calibration for Long-Tailed Recognition Zhisheng Zhong Jiequan Cui Shu Liu Jiaya Jia 27 288 0 01 Apr 2021
The Compact Support Neural Network Adrian Barbu Hongyu Mou 13 5 0 01 Apr 2021
Rainbow Memory: Continual Learning with a Memory of Diverse Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha Jonghyun Choi CLL 36 324 0 31 Mar 2021
The GIST and RIST of Iterative Self-Training for Semi-Supervised Segmentation Eu Wern Teh Terrance Devries Brendan Duke R. Jiang P. Aarabi Graham W. Taylor VLM 39 8 0 31 Mar 2021
Deep Image Harmonization by Bridging the Reality Gap Junyan Cao Wenyan Cong Li Niu Jianfu Zhang Liqing Zhang 35 16 0 31 Mar 2021
Attention Map-guided Two-stage Anomaly Detection using Hard Augmentation J. Song Kyeongbo Kong Ye In Park Suk-Ju Kang 19 3 0 31 Mar 2021
Learning Representational Invariances for Data-Efficient Action Recognition Yuliang Zou Jinwoo Choi Qitong Wang Jia-Bin Huang 22 39 0 30 Mar 2021
Rethinking Spatial Dimensions of Vision Transformers Byeongho Heo Sangdoo Yun Dongyoon Han Sanghyuk Chun Junsuk Choe Seong Joon Oh ViT 380 565 0 30 Mar 2021
Unsupervised Hyperbolic Representation Learning via Message Passing Auto-Encoders Jiwoong Park Junho Cho H. Chang J. Choi SSL 27 23 0 30 Mar 2021
Selective Output Smoothing Regularization: Regularize Neural Networks by Softening Output Distributions Xuan Cheng Tianshu Xie Xiaomin Wang Qifeng Weng Minghui Liu Jiali Deng Meilin Liu 37 0 0 29 Mar 2021
AlignMixup: Improving Representations By Interpolating Aligned Features Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis WSOL 35 61 0 29 Mar 2021
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification Chun-Fu Chen Quanfu Fan Yikang Shen ViT 28 1,427 0 27 Mar 2021
TS-CAM: Token Semantic Coupled Attention Map for Weakly Supervised Object Localization Wei Gao Fang Wan Xingjia Pan Zhiliang Peng Qi Tian Zhenjun Han Bolei Zhou QiXiang Ye ViT WSOL 32 198 0 27 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng-Wei Zhang Stephen Lin B. Guo ViT 151 20,774 0 25 Mar 2021
SMILE: Self-Distilled MIxup for Efficient Transfer LEarning Xingjian Li Haoyi Xiong Chengzhong Xu Dejing Dou 11 6 0 25 Mar 2021
Explainability Guided Multi-Site COVID-19 CT Classification Ameen Ali Tal Shaharabany Lior Wolf 27 4 0 25 Mar 2021
Generating Novel Scene Compositions from Single Images and Videos V. Sushko Dan Zhang Juergen Gall Anna Khoreva GAN 32 15 0 24 Mar 2021
FakeMix Augmentation Improves Transparent Object Detection Yang Cao Zhengqiang Zhang Enze Xie Qibin Hou Kai Zhao Xiangui Luo Jian Tuo AAML 6 11 0 24 Mar 2021
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers Zicheng Liu Siyuan Li Di Wu Jianzhu Guo Zhiyuan Chen Lirong Wu Stan Z. Li 34 73 0 24 Mar 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 37 9 0 23 Mar 2021
Adversarial Feature Augmentation and Normalization for Visual Recognition Tianlong Chen Yu Cheng Zhe Gan Jianfeng Wang Lijuan Wang Zhangyang Wang Jingjing Liu AAML ViT 26 19 0 22 Mar 2021
DeepViT: Towards Deeper Vision Transformer Daquan Zhou Bingyi Kang Xiaojie Jin Linjie Yang Xiaochen Lian Zihang Jiang Qibin Hou Jiashi Feng ViT 42 510 0 22 Mar 2021
Re-energizing Domain Discriminator with Sample Relabeling for Adversarial Domain Adaptation Xin Jin Cuiling Lan Wenjun Zeng Zhibo Chen 43 19 0 22 Mar 2021
PriorityCut: Occlusion-guided Regularization for Warp-based Image Animation Wai Ting Cheung Gyeongsu Chae VGen 19 1 0 22 Mar 2021
Geo-Spatiotemporal Features and Shape-Based Prior Knowledge for Fine-grained Imbalanced Data Classification Charles A. Kantor Marta Skreta Brice Rauby Léonard Boussioux Emmanuel A. Luccioni David Rolnick Hugues Talbot 16 0 0 21 Mar 2021
Local Patch AutoAugment with Multi-Agent Collaboration Shiqi Lin Tao Yu Ruoyu Feng Xin Li Xin Jin Zhibo Chen 18 15 0 20 Mar 2021
Space-Time Crop & Attend: Improving Cross-modal Video Representation Learning Mandela Patrick Yuki M. Asano Bernie Huang Ishan Misra Florian Metze Joao Henriques Andrea Vedaldi AI4TS 29 33 0 18 Mar 2021
Refine Myself by Teaching Myself: Feature Refinement via Self-Knowledge Distillation Mingi Ji Seungjae Shin Seunghyun Hwang Gibeom Park Il-Chul Moon 13 120 0 15 Mar 2021
Revisiting ResNets: Improved Training and Scaling Strategies Irwan Bello W. Fedus Xianzhi Du E. D. Cubuk A. Srinivas Nayeon Lee Jonathon Shlens Barret Zoph 29 298 0 13 Mar 2021
S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning Samarth Sinha Ajay Mandlekar Animesh Garg OffRL 26 105 0 10 Mar 2021
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks Alexandre Ramé Rémy Sun Matthieu Cord UQCV 37 60 0 10 Mar 2021
Evaluating COPY-BLEND Augmentation for Low Level Vision Tasks P. Shyam S. S. Sengar Kuk-Jin Yoon Kyung-soo Kim DiffM 23 13 0 10 Mar 2021
AutoDO: Robust AutoAugment for Biased Data with Label Noise via Scalable Probabilistic Implicit Differentiation Denis A. Gudovskiy Luca Rigazio Shun Ishizaka Kazuki Kozuka Sotaro Tsukizawa NoLa 38 21 0 10 Mar 2021
Cut-Thumbnail: A Novel Data Augmentation for Convolutional Neural Network Tianshu Xie Xuan Cheng Minghui Liu Jiali Deng Xiaomin Wang Ming Liu 17 29 0 09 Mar 2021
Data augmentation by morphological mixup for solving Raven's Progressive Matrices Wentao He Jianfeng Ren Ruibin Bai 27 2 0 09 Mar 2021
Unveiling the Potential of Structure Preserving for Weakly Supervised Object Localization Xingjia Pan Yingguo Gao Zhiwen Lin Fan Tang Weiming Dong Haolei Yuan Feiyue Huang Changsheng Xu WSOL 49 86 0 08 Mar 2021
VIPriors 1: Visual Inductive Priors for Data-Efficient Deep Learning Challenges Robert-Jan Bruintjes A. Lengyel Marcos Baptista-Rios O. Kayhan Jan van Gemert VLM 25 11 0 05 Mar 2021
On the effectiveness of adversarial training against common corruptions Klim Kireev Maksym Andriushchenko Nicolas Flammarion AAML 19 101 0 03 Mar 2021
DP-InstaHide: Provably Defusing Poisoning and Backdoor Attacks with Differentially Private Data Augmentations Eitan Borgnia Jonas Geiping Valeriia Cherepanova Liam H. Fowl Arjun Gupta Amin Ghiasi Furong Huang Micah Goldblum Tom Goldstein 37 46 0 02 Mar 2021
Fixing Data Augmentation to Improve Adversarial Robustness Sylvestre-Alvise Rebuffi Sven Gowal D. A. Calian Florian Stimberg Olivia Wiles Timothy A. Mann AAML 36 270 0 02 Mar 2021
Context Decoupling Augmentation for Weakly Supervised Semantic Segmentation Yukun Su Rui Sun Guosheng Lin Qingyao Wu 24 117 0 02 Mar 2021