mixup: Beyond Empirical Risk Minimization

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

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Title
Computation-Efficient Knowledge Distillation via Uncertainty-Aware Mixup Guodong Xu Ziwei Liu Chen Change Loy UQCV 23 39 0 17 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 30 78 0 17 Dec 2020
Unsupervised Learning of Local Discriminative Representation for Medical Images Huai Chen Jieyu Li Renzhen Wang Yijie Huang Fanrui Meng Deyu Meng Qing Peng Lisheng Wang SSL 25 8 0 17 Dec 2020
Towards Recognizing New Semantic Concepts in New Visual Domains Massimiliano Mancini OOD 31 0 0 16 Dec 2020
Self-Supervised Person Detection in 2D Range Data using a Calibrated Camera Dan Jia Mats Steinweg Alexander Hermans Bastian Leibe 3DPC 32 11 0 16 Dec 2020
From Weakly Supervised Learning to Biquality Learning: an Introduction Pierre Nodet V. Lemaire A. Bondu Antoine Cornuéjols A. Ouorou 29 21 0 16 Dec 2020
Cross-Cohort Generalizability of Deep and Conventional Machine Learning for MRI-based Diagnosis and Prediction of Alzheimer's Disease Esther E. Bron S. Klein J. Papma L. Jiskoot Vikram Venkatraghavan ... W. Niessen J. Swieten W. M. van der Flier I. Ramakers A. van der Lugt 24 66 0 16 Dec 2020
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 30 118 0 16 Dec 2020
Exploring Vicinal Risk Minimization for Lightweight Out-of-Distribution Detection Deepak Ravikumar Sangamesh Kodge Isha Garg Kaushik Roy OODD 24 5 0 15 Dec 2020
Masksembles for Uncertainty Estimation Nikita Durasov Timur M. Bagautdinov Pierre Baqué Pascal Fua OOD UQCV 19 81 0 15 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 256 972 0 13 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 40 185 0 11 Dec 2020
Robustness and Transferability of Universal Attacks on Compressed Models Alberto G. Matachana Kenneth T. Co Luis Muñoz-González David Martínez Emil C. Lupu AAML 29 10 0 10 Dec 2020
Uncertainty-Aware Deep Calibrated Salient Object Detection Jing Zhang Yuchao Dai Xin Yu Mehrtash Harandi Nick Barnes Leonid Sigal UQCV EDL 35 6 0 10 Dec 2020
Concept Generalization in Visual Representation Learning Mert Bulent Sariyildiz Yannis Kalantidis Diane Larlus Alahari Karteek SSL 45 50 0 10 Dec 2020
Large-Scale Generative Data-Free Distillation Liangchen Luo Mark Sandler Zi Lin A. Zhmoginov Andrew G. Howard 24 43 0 10 Dec 2020
One for More: Selecting Generalizable Samples for Generalizable ReID Model Enwei Zhang Xinyang Jiang Hao Cheng Ancong Wu Fufu Yu Ke Li Xiao-Wei Guo Feng Zheng Weishi Zheng Xing Sun 31 16 0 10 Dec 2020
SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data Shaoli Huang Xinchao Wang Dacheng Tao 30 117 0 09 Dec 2020
Multi-Objective Interpolation Training for Robustness to Label Noise Diego Ortego Eric Arazo Paul Albert Noel E. O'Connor Kevin McGuinness NoLa 41 113 0 08 Dec 2020
Domain Generalization for Session-Independent Brain-Computer Interface Dong-Kyun Han Ji-Hoon Jeong BDL OOD 16 19 0 07 Dec 2020
VideoMix: Rethinking Data Augmentation for Video Classification Sangdoo Yun Seong Joon Oh Byeongho Heo Dongyoon Han Jinhyung Kim 348 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
Towards Better Object Detection in Scale Variation with Adaptive Feature Selection Zehui Gong Dong Li ObjD 40 4 0 06 Dec 2020
Cross-Layer Distillation with Semantic Calibration Defang Chen Jian-Ping Mei Yuan Zhang Can Wang Yan Feng Chun-Yen Chen FedML 50 289 0 06 Dec 2020
A Survey on Deep Learning with Noisy Labels: How to train your model when you cannot trust on the annotations? F. Cordeiro G. Carneiro NoLa 51 45 0 05 Dec 2020
Representation Based Complexity Measures for Predicting Generalization in Deep Learning Parth Natekar Manik Sharma 14 36 0 04 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
Effective Label Propagation for Discriminative Semi-Supervised Domain Adaptation Zhiyong Huang Kekai Sheng Weiming Dong Xing Mei Chongyang Ma Feiyue Huang D. Zhou Changsheng Xu 23 7 0 04 Dec 2020
Critical Evaluation of Deep Neural Networks for Wrist Fracture Detection A. M. Raisuddin Elias Vaattovaara M. Nevalainen Marko Nikki Elina Järvenpää ... P. Pinola Tuula Palsio Arttu Niemensivu O. Tervonen A. Tiulpin 19 0 0 04 Dec 2020
Kernel-convoluted Deep Neural Networks with Data Augmentation Minjin Kim Young-geun Kim Dongha Kim Yongdai Kim M. Paik 27 0 0 04 Dec 2020
ReMix: Calibrated Resampling for Class Imbalance in Deep learning C. Bellinger Roberto Corizzo Nathalie Japkowicz UQCV 12 14 0 03 Dec 2020
Semi-Supervised Learning with Variational Bayesian Inference and Maximum Uncertainty Regularization Kien Do T. Tran Svetha Venkatesh BDL 22 3 0 03 Dec 2020
Regularization via Adaptive Pairwise Label Smoothing Hongyu Guo 26 0 0 02 Dec 2020
SemiNLL: A Framework of Noisy-Label Learning by Semi-Supervised Learning Zhuowei Wang Jing Jiang Bo Han Lei Feng Bo An Gang Niu Guodong Long NoLa 38 17 0 02 Dec 2020
Inductive Biases for Deep Learning of Higher-Level Cognition Anirudh Goyal Yoshua Bengio AI4CE 23 349 0 30 Nov 2020
Towards Better Accuracy-efficiency Trade-offs: Divide and Co-training Shuai Zhao Liguang Zhou Wenxiao Wang D. Cai Tin Lun Lam Yangsheng Xu 44 31 0 30 Nov 2020
Continuous Transition: Improving Sample Efficiency for Continuous Control Problems via MixUp Junfan Lin Zhongzhan Huang Keze Wang Xiaodan Liang Weiwei Chen Liang Lin 19 11 0 30 Nov 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 Xing 22 18 0 28 Nov 2020
Leveraging Regular Fundus Images for Training UWF Fundus Diagnosis Models via Adversarial Learning and Pseudo-Labeling Lie Ju Xin Wang Xin Zhao Paul Bonnington Tom Drummond Zongyuan Ge GAN MedIm 27 40 0 27 Nov 2020
Regularizing Recurrent Neural Networks via Sequence Mixup Armin Karamzade Amir Najafi S. Motahari 24 0 0 27 Nov 2020
They are Not Completely Useless: Towards Recycling Transferable Unlabeled Data for Class-Mismatched Semi-Supervised Learning Zhuo Huang Ying Tai Chengjie Wang Jian Yang Chen Gong 36 23 0 27 Nov 2020
A Unified Mixture-View Framework for Unsupervised Representation Learning Xiangxiang Chu Xiaohang Zhan Bo Zhang SSL 17 1 0 26 Nov 2020
Evaluation of Out-of-Distribution Detection Performance of Self-Supervised Learning in a Controllable Environment Jeonghoon Park Kyungmin Jo Daehoon Gwak Jimin Hong Jaegul Choo Edward Choi OODD 21 1 0 26 Nov 2020
Augmentation-Interpolative AutoEncoders for Unsupervised Few-Shot Image Generation Davis Wertheimer Omid Poursaeed B. Hariharan 20 9 0 25 Nov 2020
Ranking Deep Learning Generalization using Label Variation in Latent Geometry Graphs Carlos Lassance Louis Bethune Myriam Bontonou Mounia Hamidouche Vincent Gripon 12 8 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 20 3 0 25 Nov 2020
Delving Deep into Label Smoothing Chang-Bin Zhang Peng-Tao Jiang Qibin Hou Yunchao Wei Qi Han Zhen Li Ming-Ming Cheng 32 212 0 25 Nov 2020
Assessing Post-Disaster Damage from Satellite Imagery using Semi-Supervised Learning Techniques Jihyeon Janel Lee Joseph Z. Xu Kihyuk Sohn W. Lu David Berthelot ... Pranav Khaitan Ke-Wei Ke Huang Kyriacos M. Koupparis Bernhard Kowatsch 25 23 0 24 Nov 2020
MicroNet: Towards Image Recognition with Extremely Low FLOPs Yunsheng Li Yinpeng Chen Xiyang Dai Dongdong Chen Mengchen Liu Lu Yuan Zicheng Liu Lei Zhang Nuno Vasconcelos 32 25 0 24 Nov 2020