mixup: Beyond Empirical Risk Minimization

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

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Title
Deep Generative Adversarial Residual Convolutional Networks for Real-World Super-Resolution Rao Muhammad Umer G. Foresti C. Micheloni 28 52 0 03 May 2020
On the Generalization Effects of Linear Transformations in Data Augmentation Sen Wu Hongyang R. Zhang Gregory Valiant Christopher Ré 23 75 0 02 May 2020
UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLP M Saiful Bari Tasnim Mohiuddin Chenyu You 34 24 0 28 Apr 2020
The Ingredients of Real-World Robotic Reinforcement Learning Henry Zhu Justin Yu Abhishek Gupta Dhruv Shah Kristian Hartikainen Avi Singh Vikash Kumar Sergey Levine OffRL 63 172 0 27 Apr 2020
Exploiting Defenses against GAN-Based Feature Inference Attacks in Federated Learning Xinjian Luo Xiangqi Zhu FedML 78 25 0 27 Apr 2020
Dynamic Scale Training for Object Detection Yukang Chen Peizhen Zhang Zeming Li Yanwei Li Xinming Zhang Shiming Xiang Jian Sun Jiaya Jia ObjD 30 60 0 26 Apr 2020
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification Jiaao Chen Zichao Yang Diyi Yang VLM 44 356 0 25 Apr 2020
Convex Representation Learning for Generalized Invariance in Semi-Inner-Product Space Yingyi Ma Vignesh Ganapathiraman Yaoliang Yu Xinhua Zhang 21 1 0 25 Apr 2020
Spectral Data Augmentation Techniques to quantify Lung Pathology from CT-images Subhradeep Kayal Florian Dubost H. Tiddens Marleen de Bruijne OOD 4 2 0 24 Apr 2020
SIPA: A Simple Framework for Efficient Networks Gihun Lee Sangmin Bae Jaehoon Oh Seyoung Yun 19 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 74 4,426 0 23 Apr 2020
YOLOv4: Optimal Speed and Accuracy of Object Detection Alexey Bochkovskiy Chien-Yao Wang H. Liao VLM ObjD 73 12,069 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 22 11 0 20 Apr 2020
Data Augmentation Imbalance For Imbalanced Attribute Classification Yang Hu Xiaying Bai Pan Zhou Fanhua Shang Shengmei Shen CVBM 6 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 51 1,463 0 19 Apr 2020
DMT: Dynamic Mutual Training for Semi-Supervised Learning Zhengyang Feng Qianyu Zhou Qiqi Gu Xin Tan Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma 16 167 0 18 Apr 2020
Triplet Loss for Knowledge Distillation Hideki Oki Motoshi Abe J. Miyao Takio Kurita 10 15 0 17 Apr 2020
Incorporating Multiple Cluster Centers for Multi-Label Learning Senlin Shu Fengmao Lv Jun Huang Li Li Shuo He Jun He 16 8 0 17 Apr 2020
Spatially Attentive Output Layer for Image Classification Ildoo Kim Woonhyuk Baek Sungwoong Kim 13 25 0 16 Apr 2020
Paraphrase Augmented Task-Oriented Dialog Generation Silin Gao Yichi Zhang Zhijian Ou Zhou Yu 24 87 0 16 Apr 2020
Joint Supervised and Self-Supervised Learning for 3D Real-World Challenges A. Alliegro Davide Boscaini Tatiana Tommasi 3DPC SSL 14 42 0 15 Apr 2020
JCS: An Explainable COVID-19 Diagnosis System by Joint Classification and Segmentation Yu-Huan Wu Shanghua Gao Jie Mei Jun Xu Deng-Ping Fan Chao Zhao Ming-Ming Cheng 30 374 0 15 Apr 2020
WQT and DG-YOLO: towards domain generalization in underwater object detection Hong Liu Pinhao Song Runwei Ding 22 26 0 14 Apr 2020
Are fast labeling methods reliable? A case study of computer-aided expert annotations on microscopy slides Christian Marzahl C. Bertram Marc Aubreville Anne Petrick Kristina Weiler ... Alina Langenhagen A. Jasensky J. Voigt R. Klopfleisch Andreas Maier 6 16 0 13 Apr 2020
Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation Tiexin Qin Wenbin Li Yinghuan Shi Yang Gao 31 16 0 13 Apr 2020
OpenMix: Reviving Known Knowledge for Discovering Novel Visual Categories in An Open World Zhun Zhong Linchao Zhu Zhiming Luo Shaozi Li Yi Yang N. Sebe VLM CLL 38 113 0 12 Apr 2020
ASL Recognition with Metric-Learning based Lightweight Network Evgeny Izutov SLR 16 6 0 10 Apr 2020
Multimodal Categorization of Crisis Events in Social Media Mahdi Abavisani Liwei Wu Shengli Hu Joel R. Tetreault A. Jaimes 34 87 0 10 Apr 2020
Universal Source-Free Domain Adaptation Jogendra Nath Kundu Naveen Venkat V. RahulM. R. Venkatesh Babu VLM TTA 23 338 0 09 Apr 2020
Towards Inheritable Models for Open-Set Domain Adaptation Jogendra Nath Kundu Naveen Venkat R. Ambareesh V. RahulM. R. Venkatesh Babu VLM 17 117 0 09 Apr 2020
Attribute Mix: Semantic Data Augmentation for Fine Grained Recognition Hao Li Xiaopeng Zhang H. Xiong Qi Tian 27 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 6 2 0 04 Apr 2020
SimAug: Learning Robust Representations from Simulation for Trajectory Prediction Junwei Liang Lu Jiang Alexander G. Hauptmann 36 18 0 04 Apr 2020
Unsupervised Domain Adaptation with Progressive Domain Augmentation Kevin Hua Yuhong Guo 12 3 0 03 Apr 2020
Guided Variational Autoencoder for Disentanglement Learning Zheng Ding Yifan Xu Weijian Xu Gaurav Parmar Yang Yang Max Welling Zhuowen Tu DRL CoGe 34 106 0 02 Apr 2020
Improving 3D Object Detection through Progressive Population Based Augmentation Shuyang Cheng Zhaoqi Leng E. D. Cubuk Barret Zoph Chunyan Bai ... Vijay Vasudevan Congcong Li Quoc V. Le Jonathon Shlens Dragomir Anguelov 3DPC 20 74 0 02 Apr 2020
Deep Entity Matching with Pre-Trained Language Models Yuliang Li Jinfeng Li Yoshihiko Suhara A. Doan W. Tan VLM 31 373 0 01 Apr 2020
Rethinking Data Augmentation for Image Super-resolution: A Comprehensive Analysis and a New Strategy Jaejun Yoo Namhyuk Ahn Kyung-ah Sohn SupR 22 153 0 01 Apr 2020
Towards Achieving Adversarial Robustness by Enforcing Feature Consistency Across Bit Planes Sravanti Addepalli S. VivekB. Arya Baburaj Gaurang Sriramanan R. Venkatesh Babu AAML 14 32 0 01 Apr 2020
Self-Augmentation: Generalizing Deep Networks to Unseen Classes for Few-Shot Learning Jinhwan Seo Hong G Jung Seong-Whan Lee SSL 21 39 0 01 Apr 2020
Improving Perceptual Quality of Drum Transcription with the Expanded Groove MIDI Dataset Lee F. Callender Curtis Hawthorne Jesse Engel 49 20 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 19 58 0 31 Mar 2020
Generative Latent Implicit Conditional Optimization when Learning from Small Sample Idan Azuri D. Weinshall VLM CLL 20 4 0 31 Mar 2020
Regularizing Class-wise Predictions via Self-knowledge Distillation Sukmin Yun Jongjin Park Kimin Lee Jinwoo Shin 29 276 0 31 Mar 2020
Neural Networks Are More Productive Teachers Than Human Raters: Active Mixup for Data-Efficient Knowledge Distillation from a Blackbox Model Dongdong Wang Yandong Li Liqiang Wang Boqing Gong 29 48 0 31 Mar 2020
How Not to Give a FLOP: Combining Regularization and Pruning for Efficient Inference Tai Vu Emily Wen Roy Nehoran 12 5 0 30 Mar 2020
Density-Aware Graph for Deep Semi-Supervised Visual Recognition Suichan Li B. Liu Dongdong Chen Qi Chu Lu Yuan Nenghai Yu 36 29 0 30 Mar 2020
Omni-sourced Webly-supervised Learning for Video Recognition Haodong Duan Yue Zhao Yuanjun Xiong Wentao Liu Dahua Lin VLM 23 88 0 29 Mar 2020
Self-Supervised Learning for Domain Adaptation on Point-Clouds Idan Achituve Haggai Maron Gal Chechik 3DPC 43 160 0 29 Mar 2020
Gradient-based Data Augmentation for Semi-Supervised Learning H. Kaizuka 33 2 0 28 Mar 2020