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mixup: Beyond Empirical Risk Minimization

International Conference on Learning Representations (ICLR), 2017

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

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Title
Part-Aware Data Augmentation for 3D Object Detection in Point CloudIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2020 Jaeseok Choi Yeji Song Nojun Kwak 3DPC 206 69 0 27 Jul 2020
Improving Generalization in Meta-learning via Task AugmentationInternational Conference on Machine Learning (ICML), 2020 Huaxiu Yao Long-Kai Huang Linjun Zhang Ying Wei Li Tian James Zou Junzhou Huang Ruoyao Xiao 259 90 0 26 Jul 2020
Robust and Generalizable Visual Representation Learning via Random ConvolutionsInternational Conference on Learning Representations (ICLR), 2020 Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 287 235 0 25 Jul 2020
Deep Co-Training with Task Decomposition for Semi-Supervised Domain AdaptationIEEE International Conference on Computer Vision (ICCV), 2020 Luyu Yang Yan Wang M. Gao Abhinav Shrivastava Kilian Q. Weinberger Wei-Lun Chao Ser-Nam Lim OOD 347 88 0 24 Jul 2020
Towards Recognizing Unseen Categories in Unseen DomainsEuropean Conference on Computer Vision (ECCV), 2020 Goran Frehse Zeynep Akata Elisa Ricci Barbara Caputo VLM 239 114 0 23 Jul 2020
PP-YOLO: An Effective and Efficient Implementation of Object Detector Xiang Long Kaipeng Deng Guanzhong Wang Yan Zhang Qingqing Dang ... Hui Shen Jianguo Ren Shumin Han Errui Ding Shilei Wen ObjD 266 318 0 23 Jul 2020
Reliable Label Bootstrapping for Semi-Supervised LearningIEEE International Joint Conference on Neural Network (IJCNN), 2020 Paul Albert Diego Ortego Eric Arazo Noel E. O'Connor Kevin McGuinness SSL 140 5 0 23 Jul 2020
Multi-Task Curriculum Framework for Open-Set Semi-Supervised Learning Qing Yu Daiki Ikami Go Irie Kiyoharu Aizawa 157 144 0 22 Jul 2020
XMixup: Efficient Transfer Learning with Auxiliary Samples by Cross-domain Mixup Xingjian Li Haoyi Xiong Haozhe An Chengzhong Xu Dejing Dou 92 8 0 20 Jul 2020
ThriftyNets : Convolutional Neural Networks with Tiny Parameter Budget Guillaume Coiffier G. B. Hacene Vincent Gripon 112 2 0 20 Jul 2020
Survey on Deep Learning-based Kuzushiji Recognition K. Ueki Tomoka Kojima 107 5 0 19 Jul 2020
Robust Image Classification Using A Low-Pass Activation Function and DCT AugmentationIEEE Access (IEEE Access), 2020 Md Tahmid Hossain S. Teng Ferdous Sohel Guojun Lu 176 11 0 18 Jul 2020
OnlineAugment: Online Data Augmentation with Less Domain KnowledgeEuropean Conference on Computer Vision (ECCV), 2020 Zhiqiang Tang Yunhe Gao Leonid Karlinsky P. Sattigeri Rogerio Feris Dimitris N. Metaxas 144 62 0 17 Jul 2020
Distribution Aligning Refinery of Pseudo-label for Imbalanced Semi-supervised LearningNeural Information Processing Systems (NeurIPS), 2020 Jaehyung Kim Youngbum Hur Sejun Park Eunho Yang Sung Ju Hwang Jinwoo Shin 193 183 0 17 Jul 2020
Uncertainty Quantification and Deep EnsemblesNeural Information Processing Systems (NeurIPS), 2020 R. Rahaman Alexandre Hoang Thiery UQCV 341 196 0 17 Jul 2020
DACS: Domain Adaptation via Cross-domain Mixed SamplingIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020 Wilhelm Tranheden Viktor Olsson Juliano Pinto Lennart Svensson 215 412 0 17 Jul 2020
On Robustness and Transferability of Convolutional Neural NetworksComputer Vision and Pattern Recognition (CVPR), 2020 Josip Djolonga Jessica Yung Michael Tschannen Rob Romijnders Lucas Beyer ... D. Moldovan Sylvain Gelly N. Houlsby Xiaohua Zhai Mario Lucic OOD 232 164 0 16 Jul 2020
FeatMatch: Feature-Based Augmentation for Semi-Supervised LearningEuropean Conference on Computer Vision (ECCV), 2020 Chia-Wen Kuo Chih-Yao Ma Jia-Bin Huang Z. Kira 149 127 0 16 Jul 2020
Learning perturbation sets for robust machine learningInternational Conference on Learning Representations (ICLR), 2020 Eric Wong J. Zico Kolter OOD 223 84 0 16 Jul 2020
Learning from Noisy Labels with Deep Neural Networks: A SurveyIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020 Hwanjun Song Minseok Kim Dongmin Park Yooju Shin Jae-Gil Lee NoLa 922 1,174 0 16 Jul 2020
Negative Pseudo Labeling using Class Proportion for Semantic Segmentation in PathologyEuropean Conference on Computer Vision (ECCV), 2020 Hiroki Tokunaga Brian Kenji Iwana Y. Teramoto Akihiko Yoshizawa Ryoma Bise 197 19 0 16 Jul 2020
Comparing to Learn: Surpassing ImageNet Pretraining on Radiographs By Comparing Image RepresentationsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020 Hong-Yu Zhou Shuang Yu Cheng Bian Yifan Hu Kai Ma Yefeng Zheng SSL MedIm 172 118 0 15 Jul 2020
Anatomy of Catastrophic Forgetting: Hidden Representations and Task SemanticsInternational Conference on Learning Representations (ICLR), 2020 V. Ramasesh Ethan Dyer M. Raghu CLL 276 191 0 14 Jul 2020
Attend And Discriminate: Beyond the State-of-the-Art for Human Activity Recognition using Wearable SensorsProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2020 Alireza Abedin Mahsa Ehsanpour Javen Qinfeng Shi Hamid Rezatofighi Damith C. Ranasinghe HAI 112 56 0 14 Jul 2020
Improving Face Recognition by Clustering Unlabeled Faces in the WildEuropean Conference on Computer Vision (ECCV), 2020 Aruni RoyChowdhury Xiang Yu Kihyuk Sohn Erik Learned-Miller Manmohan Chandraker CVBM 196 19 0 14 Jul 2020
A Machine Learning Approach to Assess Student Group Collaboration Using Individual Level Behavioral Cues Anirudh Som Sujeong Kim Bladmir Lopez-Prado Svati Dhamija Nonye Alozie Amir Tamrakar 128 2 0 13 Jul 2020
Towards Practical Lipreading with Distilled and Efficient ModelsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020 Pingchuan Ma Brais Martínez Stavros Petridis Maja Pantic 223 107 0 13 Jul 2020
Active Crowd Counting with Limited SupervisionEuropean Conference on Computer Vision (ECCV), 2020 Zhen Zhao Miaojing Shi Xiaoxiao Zhao Li Li 167 52 0 13 Jul 2020
Understanding Adversarial Examples from the Mutual Influence of Images and PerturbationsComputer Vision and Pattern Recognition (CVPR), 2020 Chaoning Zhang Philipp Benz Tooba Imtiaz In-So Kweon SSL AAML 170 133 0 13 Jul 2020
Learning Frame Level Attention for Environmental Sound Classification Zhichao Zhang Shugong Xu Shunqing Zhang Tianhao Qiao Shan Cao 87 3 0 12 Jul 2020
Data-Efficient Ranking Distillation for Image RetrievalAsian Conference on Computer Vision (ACCV), 2020 Zakaria Laskar Arno Solin VLM 155 4 0 10 Jul 2020
AdaScale SGD: A User-Friendly Algorithm for Distributed TrainingInternational Conference on Machine Learning (ICML), 2020 Tyler B. Johnson Pulkit Agrawal Haijie Gu Carlos Guestrin ODL 138 39 0 09 Jul 2020
Boundary thickness and robustness in learning modelsNeural Information Processing Systems (NeurIPS), 2020 Yaoqing Yang Rekha Khanna Yaodong Yu A. Gholami Kurt Keutzer Joseph E. Gonzalez Kannan Ramchandran Michael W. Mahoney OOD 187 46 0 09 Jul 2020
Semi-supervised Task-driven Data Augmentation for Medical Image Segmentation K. Chaitanya Neerav Karani Christian F. Baumgartner Ertunc Erdil Anton S. Becker O. Donati E. Konukoglu MedIm 276 102 0 09 Jul 2020
Maximum Entropy Regularization and Chinese Text RecognitionInternational Workshop on Document Analysis Systems (DAS), 2020 Changxu Cheng Wuheng Xu X. Bai Bin Feng Wenyu Liu 124 4 0 09 Jul 2020
Capturing scattered discriminative information using a deep architecture in acoustic scene classification Hye-jin Shim Jee-weon Jung Ju-ho Kim Ha-Jin Yu 86 3 0 09 Jul 2020
Diverse Ensembles Improve Calibration Asa Cooper Stickland Iain Murray UQCV FedML 117 29 0 08 Jul 2020
Remix: Rebalanced Mixup Hsin-Ping Chou Shih-Chieh Chang Jia-Yu Pan Wei Wei Da-Cheng Juan 335 258 0 08 Jul 2020
Density Fixing: Simple yet Effective Regularization Method based on the Class PriorIEEE International Joint Conference on Neural Network (IJCNN), 2020 Masanari Kimura Ryohei Izawa 86 1 0 08 Jul 2020
Consistency Regularization with Generative Adversarial Networks for Semi-Supervised Learning Zexi Chen B. Ramachandra Ranga Raju Vatsavai GAN 133 1 0 08 Jul 2020
Semi-Supervised Crowd Counting via Self-Training on Surrogate Tasks Yan Liu Lingqiao Liu Peng Wang Silong Yong Yinjie Lei SSL 117 84 0 07 Jul 2020
Dual Mixup Regularized Learning for Adversarial Domain Adaptation Yuan Wu Diana Inkpen Ahmed El-Roby 129 183 0 07 Jul 2020
Acoustic Scene Classification with Spectrogram Processing Strategies Helin Wang Yuexian Zou Dading Chong 152 13 0 06 Jul 2020
On Data Augmentation and Adversarial Risk: An Empirical Analysis Hamid Eghbalzadeh Khaled Koutini Paul Primus Verena Haunschmid Michal Lewandowski Werner Zellinger Bernhard A. Moser Gerhard Widmer AAML 112 9 0 06 Jul 2020
Meta-Semi: A Meta-learning Approach for Semi-supervised Learning Yulin Wang Jiayi Guo Shiji Song Gao Huang 234 29 0 05 Jul 2020
Reflection Backdoor: A Natural Backdoor Attack on Deep Neural Networks Yunfei Liu Jiabo He James Bailey Feng Lu AAML 272 563 0 05 Jul 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 364 1,309 0 02 Jul 2020
Beyond Signal Propagation: Is Feature Diversity Necessary in Deep Neural Network Initialization? Yaniv Blumenfeld D. Gilboa Daniel Soudry ODL 170 16 0 02 Jul 2020
Rethinking Channel Dimensions for Efficient Model Design Dongyoon Han Sangdoo Yun Byeongho Heo Y. Yoo 3DV 198 102 0 02 Jul 2020
Polyphonic sound event detection based on convolutional recurrent neural networks with semi-supervised loss function for DCASE challenge 2020 task 4 Nam Kyun Kim Hyeongju Kim 108 3 0 02 Jul 2020