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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
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text ClassificationAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Jiaao Chen Zichao Yang Diyi Yang VLM 218 391 0 25 Apr 2020
Convex Representation Learning for Generalized Invariance in Semi-Inner-Product SpaceInternational Conference on Machine Learning (ICML), 2020 Yingyi Ma Vignesh Ganapathiraman Yaoliang Yu Xinhua Zhang 195 1 0 25 Apr 2020
Spectral Data Augmentation Techniques to quantify Lung Pathology from CT-imagesIEEE International Symposium on Biomedical Imaging (ISBI), 2020 Subhradeep Kayal Florian Dubost H. Tiddens Marleen de Bruijne OOD 75 3 0 24 Apr 2020
SIPA: A Simple Framework for Efficient Networks Gihun Lee Sangmin Bae Jaehoon Oh Seyoung Yun 112 1 0 24 Apr 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 892 5,492 0 23 Apr 2020
YOLOv4: Optimal Speed and Accuracy of Object Detection Alexey Bochkovskiy Chien-Yao Wang H. Liao VLM ObjD 410 14,368 0 23 Apr 2020
MixPUL: Consistency-based Augmentation for Positive and Unlabeled Learning Tong Wei Feng Shi Hai Wang Wei-Wei Tu. Yu-Feng Li 117 12 0 20 Apr 2020
Data Augmentation Imbalance For Imbalanced Attribute Classification Yang Hu Xiaying Bai Pan Zhou Fanhua Shang Shengmei Shen CVBM 226 3 0 19 Apr 2020
ResNeSt: Split-Attention Networks Hang Zhang Chongruo Wu Zhongyue Zhang Yi Zhu Yanghua Peng ... Tong He Jonas W. Mueller R. Manmatha Mu Li Alex Smola 454 1,629 0 19 Apr 2020
DMT: Dynamic Mutual Training for Semi-Supervised LearningPattern Recognition (Pattern Recognit.), 2020 Zhengyang Feng Qianyu Zhou Qiqi Gu Xin Tan Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma 222 198 0 18 Apr 2020
Triplet Loss for Knowledge DistillationIEEE International Joint Conference on Neural Network (IJCNN), 2020 Hideki Oki Motoshi Abe J. Miyao Takio Kurita 93 17 0 17 Apr 2020
Incorporating Multiple Cluster Centers for Multi-Label LearningInformation Sciences (Inf. Sci.), 2020 Senlin Shu Fengmao Lv Jun Huang Li Li Shuo He Jun He 140 8 0 17 Apr 2020
Spatially Attentive Output Layer for Image ClassificationComputer Vision and Pattern Recognition (CVPR), 2020 Ildoo Kim Woonhyuk Baek Sungwoong Kim 107 27 0 16 Apr 2020
Paraphrase Augmented Task-Oriented Dialog GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Silin Gao Yichi Zhang Zhijian Ou Zhou Yu 163 90 0 16 Apr 2020
Joint Supervised and Self-Supervised Learning for 3D Real-World ChallengesInternational Conference on Pattern Recognition (ICPR), 2020 A. Alliegro Davide Boscaini Tatiana Tommasi 3DPC SSL 165 43 0 15 Apr 2020
JCS: An Explainable COVID-19 Diagnosis System by Joint Classification and SegmentationIEEE Transactions on Image Processing (TIP), 2020 Yu-Huan Wu Shanghua Gao Jie Mei Jun Xu Deng-Ping Fan Chao Zhao Ming-Ming Cheng 297 421 0 15 Apr 2020
WQT and DG-YOLO: towards domain generalization in underwater object detection Hong Liu Pinhao Song Runwei Ding 121 30 0 14 Apr 2020
Are fast labeling methods reliable? A case study of computer-aided expert annotations on microscopy slidesInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020 Christian Marzahl C. Bertram Marc Aubreville Anne Petrick Kristina Weiler ... Alina Langenhagen A. Jasensky J. Voigt R. Klopfleisch Andreas Maier 109 18 0 13 Apr 2020
Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation Tiexin Qin Wenbin Li Yinghuan Shi Yang Gao 124 18 0 13 Apr 2020
OpenMix: Reviving Known Knowledge for Discovering Novel Visual Categories in An Open WorldComputer Vision and Pattern Recognition (CVPR), 2020 Zhun Zhong Linchao Zhu Shaozi Li Shaozi Li Yi Yang Andrii Zadaianchuk VLM CLL 182 136 0 12 Apr 2020
ASL Recognition with Metric-Learning based Lightweight Network Evgeny Izutov SLR 188 7 0 10 Apr 2020
Multimodal Categorization of Crisis Events in Social MediaComputer Vision and Pattern Recognition (CVPR), 2020 Mahdi Abavisani Liwei Wu Shengli Hu Joel R. Tetreault A. Jaimes 257 110 0 10 Apr 2020
Universal Source-Free Domain AdaptationComputer Vision and Pattern Recognition (CVPR), 2020 Jogendra Nath Kundu Naveen Venkat V. RahulM. R. Venkatesh Babu VLM TTA 219 380 0 09 Apr 2020
Towards Inheritable Models for Open-Set Domain AdaptationComputer Vision and Pattern Recognition (CVPR), 2020 Jogendra Nath Kundu Naveen Venkat R. Ambareesh V. RahulM. R. Venkatesh Babu VLM 167 137 0 09 Apr 2020
Attribute Mix: Semantic Data Augmentation for Fine Grained RecognitionVisual Communications and Image Processing (VCIP), 2020 Hao Li Xiaopeng Zhang H. Xiong Qi Tian 242 41 0 06 Apr 2020
CNN-MoE based framework for classification of respiratory anomalies and lung disease detection L. D. Pham Huy P Phan Ramaswamy Palaniappan Alfred Mertins Ian Mcloughlin 87 2 0 04 Apr 2020
SimAug: Learning Robust Representations from Simulation for Trajectory Prediction Junwei Liang Lu Jiang Alexander G. Hauptmann 332 19 0 04 Apr 2020
Unsupervised Domain Adaptation with Progressive Domain Augmentation Kevin Hua Yuhong Guo 118 3 0 03 Apr 2020
Guided Variational Autoencoder for Disentanglement LearningComputer Vision and Pattern Recognition (CVPR), 2020 Zheng Ding Yifan Xu Weijian Xu Gaurav Parmar Yang Yang Max Welling Zhuowen Tu DRL CoGe 165 121 0 02 Apr 2020
Improving 3D Object Detection through Progressive Population Based AugmentationEuropean Conference on Computer Vision (ECCV), 2020 Shuyang Cheng Zhaoqi Leng E. D. Cubuk Barret Zoph Chunyan Bai ... Vijay Vasudevan Congcong Li Quoc V. Le Jonathon Shlens Dragomir Anguelov 3DPC 209 78 0 02 Apr 2020
Deep Entity Matching with Pre-Trained Language ModelsProceedings of the VLDB Endowment (PVLDB), 2020 Yuliang Li Jinfeng Li Yoshihiko Suhara A. Doan W. Tan VLM 290 442 0 01 Apr 2020
Rethinking Data Augmentation for Image Super-resolution: A Comprehensive Analysis and a New StrategyComputer Vision and Pattern Recognition (CVPR), 2020 Jaejun Yoo Namhyuk Ahn Kyung-ah Sohn SupR 157 169 0 01 Apr 2020
Towards Achieving Adversarial Robustness by Enforcing Feature Consistency Across Bit PlanesComputer Vision and Pattern Recognition (CVPR), 2020 Sravanti Addepalli S. VivekB. Arya Baburaj Gaurang Sriramanan R. Venkatesh Babu AAML 81 37 0 01 Apr 2020
Self-Augmentation: Generalizing Deep Networks to Unseen Classes for Few-Shot LearningNeural Networks (NN), 2020 Jinhwan Seo Hong G Jung Seong-Whan Lee SSL 205 42 0 01 Apr 2020
Improving Perceptual Quality of Drum Transcription with the Expanded Groove MIDI Dataset Lee F. Callender Curtis Hawthorne Jesse Engel 229 26 0 01 Apr 2020
UniformAugment: A Search-free Probabilistic Data Augmentation Approach Tom Ching LingChen Ava Khonsari Amirreza Lashkari M. Nazari Jaspreet Singh Sambee M. Nascimento 121 60 0 31 Mar 2020
Generative Latent Implicit Conditional Optimization when Learning from Small Sample Idan Azuri D. Weinshall VLM CLL 236 4 0 31 Mar 2020
Regularizing Class-wise Predictions via Self-knowledge DistillationComputer Vision and Pattern Recognition (CVPR), 2020 Sukmin Yun Jongjin Park Kimin Lee Jinwoo Shin 237 320 0 31 Mar 2020
Neural Networks Are More Productive Teachers Than Human Raters: Active Mixup for Data-Efficient Knowledge Distillation from a Blackbox ModelComputer Vision and Pattern Recognition (CVPR), 2020 Dongdong Wang Yandong Li Liqiang Wang Boqing Gong 140 51 0 31 Mar 2020
How Not to Give a FLOP: Combining Regularization and Pruning for Efficient Inference Tai Vu Emily Wen Roy Nehoran 125 8 0 30 Mar 2020
Density-Aware Graph for Deep Semi-Supervised Visual RecognitionComputer Vision and Pattern Recognition (CVPR), 2020 Suichan Li B. Liu Dongdong Chen Qi Chu Lu Yuan Nenghai Yu 131 31 0 30 Mar 2020
Omni-sourced Webly-supervised Learning for Video RecognitionEuropean Conference on Computer Vision (ECCV), 2020 Haodong Duan Yue Zhao Yuanjun Xiong Wentao Liu Dahua Lin VLM 185 101 0 29 Mar 2020
Gradient-based Data Augmentation for Semi-Supervised Learning H. Kaizuka 87 2 0 28 Mar 2020
Milking CowMask for Semi-Supervised Image ClassificationVISIGRAPP (VISIGRAPP), 2020 Geoff French Avital Oliver Tim Salimans 201 57 0 26 Mar 2020
Matrix Smoothing: A Regularization for DNN with Transition Matrix under Noisy LabelsIEEE International Conference on Multimedia and Expo (ICME), 2020 Xianbin Lv Dongxian Wu Shutao Xia NoLa 64 2 0 26 Mar 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 331 140 0 26 Mar 2020
Exploring Long Tail Visual Relationship Recognition with Large VocabularyIEEE International Conference on Computer Vision (ICCV), 2020 Sherif Abdelkarim Aniket Agarwal Panos Achlioptas Jun Chen Jiaji Huang Boyang Albert Li Kenneth Church Mohamed Elhoseiny VLM 429 19 0 25 Mar 2020
Training Binary Neural Networks with Real-to-Binary ConvolutionsInternational Conference on Learning Representations (ICLR), 2020 Brais Martínez Jing Yang Adrian Bulat Georgios Tzimiropoulos MQ 275 245 0 25 Mar 2020
Circumventing Outliers of AutoAugment with Knowledge DistillationEuropean Conference on Computer Vision (ECCV), 2020 Longhui Wei Anxiang Xiao Lingxi Xie Xin Chen Xiaopeng Zhang Qi Tian 153 66 0 25 Mar 2020
Dynamic Hierarchical Mimicking Towards Consistent Optimization ObjectivesComputer Vision and Pattern Recognition (CVPR), 2020 Duo Li Qifeng Chen 373 23 0 24 Mar 2020