mixup: Beyond Empirical Risk Minimization

25 October 2017

Papers citing "mixup: Beyond Empirical Risk Minimization"

50 / 4,988 papers shown

Title
Attentional Feature Fusion Yimian Dai Fabian Gieseke Stefan Oehmcke Yiquan Wu Kobus Barnard 3DPC 13 625 0 29 Sep 2020
MetaMix: Improved Meta-Learning with Interpolation-based Consistency Regularization Yangbin Chen Yun Ma Tom Ko Jianping Wang Qing Li VLM 28 8 0 29 Sep 2020
Group Whitening: Balancing Learning Efficiency and Representational Capacity Lei Huang Yi Zhou Li Liu Fan Zhu Ling Shao 33 21 0 28 Sep 2020
High-throughput molecular imaging via deep learning enabled Raman spectroscopy C. Horgan Magnus Jensen A. Nagelkerke J. St-Pierre Tom Vercauteren Molly M. Stevens Mads S. Bergholt 34 72 0 28 Sep 2020
Sense and Learn: Self-Supervision for Omnipresent Sensors Aaqib Saeed Victor Ungureanu Beat Gfeller OOD SSL 22 39 0 28 Sep 2020
CASTLE: Regularization via Auxiliary Causal Graph Discovery Trent Kyono Yao Zhang M. Schaar OOD CML 6 68 0 28 Sep 2020
Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect Kaihua Tang Jianqiang Huang Hanwang Zhang CML 25 438 0 28 Sep 2020
AIM 2020 Challenge on Real Image Super-Resolution: Methods and Results Pengxu Wei Hannan Lu Radu Timofte Liang Lin W. Zuo ... Jun-Ho Choi Jong-Seok Lee Feras Almasri T. Vandamme O. Debeir SupR 52 41 0 25 Sep 2020
Deep Adversarial Transition Learning using Cross-Grafted Generative Stacks Jinyong Hou Xuejie Ding Stephen Cranefield Jeremiah D. Deng GAN 33 7 0 25 Sep 2020
Effects of Word-frequency based Pre- and Post- Processings for Audio Captioning Daiki Takeuchi Yuma Koizumi Yasunori Ohishi Noboru Harada K. Kashino 14 26 0 24 Sep 2020
Enhancing Mixup-based Semi-Supervised Learning with Explicit Lipschitz Regularization P. Gyawali S. Ghimire Linwei Wang AAML 39 7 0 23 Sep 2020
SSMBA: Self-Supervised Manifold Based Data Augmentation for Improving Out-of-Domain Robustness Nathan Ng Kyunghyun Cho Marzyeh Ghassemi 33 145 0 21 Sep 2020
PP-OCR: A Practical Ultra Lightweight OCR System Yuning Du Chenxia Li Ruoyu Guo Xiaoting Yin Weiwei Liu ... Yifan Bai Zilin Yu Yehua Yang Qingqing Dang Hongya Wang 36 178 0 21 Sep 2020
Detecting Sound Events Using Convolutional Macaron Net With Pseudo Strong Labels T. K. Chan C. Chin 18 2 0 21 Sep 2020
Adversarial Training with Stochastic Weight Average Joong-won Hwang Youngwan Lee Sungchan Oh Yuseok Bae OOD AAML 31 11 0 21 Sep 2020
Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition Tianshui Chen Liang Lin Riquan Chen X. Hui Hefeng Wu 25 153 0 20 Sep 2020
Encoding Robustness to Image Style via Adversarial Feature Perturbations Manli Shu Zuxuan Wu Micah Goldblum Tom Goldstein AAML OOD 24 18 0 18 Sep 2020
MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks Zhiqiang Shen Marios Savvides 33 63 0 17 Sep 2020
Noisy Concurrent Training for Efficient Learning under Label Noise F. Sarfraz Elahe Arani Bahram Zonooz NoLa 25 21 0 17 Sep 2020
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup Jang-Hyun Kim Wonho Choo Hyun Oh Song AAML 30 382 0 15 Sep 2020
Adaptive Label Smoothing Ujwal Krothapalli A. Lynn Abbott 35 9 0 14 Sep 2020
Manifold attack K. Tran Fred-Maurice Ngole-Mboula Jean-Luc Starck AAML OOD 23 0 0 13 Sep 2020
Removing the Background by Adding the Background: Towards Background Robust Self-supervised Video Representation Learning Jinpeng Wang Yuting Gao Ke Li Yiqi Lin A. J. Ma Hao Cheng Pai Peng Feiyue Huang Rongrong Ji Xing Sun SSL 54 96 0 12 Sep 2020
Heterogeneous Domain Generalization via Domain Mixup Yufei Wang Haoliang Li Alex C. Kot OOD 19 143 0 11 Sep 2020
Improved Robustness to Open Set Inputs via Tempered Mixup Ryne Roady Tyler L. Hayes Christopher Kanan VLM OOD AAML 21 5 0 10 Sep 2020
On the Orthogonality of Knowledge Distillation with Other Techniques: From an Ensemble Perspective Seonguk Park Kiyoon Yoo Nojun Kwak FedML 26 3 0 09 Sep 2020
Improved Trainable Calibration Method for Neural Networks on Medical Imaging Classification G. Liang Yu Zhang Xiaoqin Wang Nathan Jacobs UQCV 28 60 0 09 Sep 2020
Deep Iterative Residual Convolutional Network for Single Image Super-Resolution Rao Muhammad Umer G. Foresti C. Micheloni SupR 26 7 0 07 Sep 2020
Overview and Evaluation of Sound Event Localization and Detection in DCASE 2019 Archontis Politis A. Mesaros Sharath Adavanne Toni Heittola Tuomas Virtanen 32 126 0 06 Sep 2020
Class Interference Regularization Bharti Munjal S. Amin Fabio Galasso 24 0 0 04 Sep 2020
Rethinking Graph Regularization for Graph Neural Networks Han Yang Kaili Ma James Cheng AI4CE 27 72 0 04 Sep 2020
Proximity Sensing: Modeling and Understanding Noisy RSSI-BLE Signals and Other Mobile Sensor Data for Digital Contact Tracing Sheshank Shankar Rishank Kanaparti Ayush Chopra Rohan Sukumaran Parth Patwa Myungsun Kang Abhishek Singh Kevin P. McPherson Ramesh Raskar 22 3 0 04 Sep 2020
MixBoost: Synthetic Oversampling with Boosted Mixup for Handling Extreme Imbalance Anubha Kabra Ayush Chopra Nikaash Puri Pinkesh Badjatiya Sukriti Verma Piyush B. Gupta K. Balaji 11 7 0 03 Sep 2020
Longitudinal Image Registration with Temporal-order and Subject-specificity Discrimination Qianye Yang Yunguan Fu F. Giganti N. Ghavami Qingchao Chen J. A. Noble Tom Vercauteren D. Barratt Yipeng Hu 33 8 0 29 Aug 2020
NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size Xuanyi Dong Lu Liu Katarzyna Musial Bogdan Gabrys 12 163 0 28 Aug 2020
Webly Supervised Image Classification with Self-Contained Confidence Jingkang Yang Xue Jiang Weirong Chen Xiaopeng Yan Huabin Zheng Ping Luo Wayne Zhang 28 15 0 27 Aug 2020
DeepSOCIAL: Social Distancing Monitoring and Infection Risk Assessment in COVID-19 Pandemic Mahdi Rezaei Mohsen Azarmi 24 154 0 26 Aug 2020
Point Adversarial Self Mining: A Simple Method for Facial Expression Recognition Ping Liu Yuewei Lin Zibo Meng Lu Lu Weihong Deng Qiufeng Wang Yi Yang 26 26 0 26 Aug 2020
CRNNs for Urban Sound Tagging with spatiotemporal context Augustin Arnault Nicolas Riche 25 7 0 24 Aug 2020
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks Arber Zela Julien N. Siems Lucas Zimmer Jovita Lukasik Margret Keuper Frank Hutter 42 76 0 22 Aug 2020
Delving Deeper into Anti-aliasing in ConvNets Xueyan Zou Fanyi Xiao Zhiding Yu Yong Jae Lee SupR 32 103 0 21 Aug 2020
Graph Neural Networks for UnsupervisedDomain Adaptation of Histopathological ImageAnalytics Dou Xu Changzhi Cai Chaowei Fang Bin Kong Jihua Zhu Zhongyu Li OOD MedIm 13 0 0 21 Aug 2020
Correcting Data Imbalance for Semi-Supervised Covid-19 Detection Using X-ray Chest Images Saul Calderon-Ramirez Shengxiang-Yang Armaghan Moemeni David Elizondo Simon Colreavy-Donnelly Luis Fernando Chavarria-Estrada Miguel A. Molina-Cabello 29 44 0 19 Aug 2020
A Systematic Survey of Regularization and Normalization in GANs Ziqiang Li Muhammad Usman Rentuo Tao Pengfei Xia Xintian Wu Huanhuan Chen Bin Li 31 50 0 19 Aug 2020
Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training Alfred Laugros A. Caplier Matthieu Ospici AAML 24 19 0 19 Aug 2020
Virtual Adversarial Training in Feature Space to Improve Unsupervised Video Domain Adaptation Artjoms Gorpincenko Geoffrey French Michal Mackiewicz OOD 34 2 0 19 Aug 2020
Knowledge Transfer via Dense Cross-Layer Mutual-Distillation Anbang Yao Dawei Sun 12 55 0 18 Aug 2020
Intelligence plays dice: Stochasticity is essential for machine learning M. Sabuncu 34 6 0 17 Aug 2020
Model Patching: Closing the Subgroup Performance Gap with Data Augmentation Karan Goel Albert Gu Yixuan Li Christopher Ré 18 118 0 15 Aug 2020
PointMixup: Augmentation for Point Clouds Yunlu Chen Vincent Tao Hu E. Gavves Thomas Mensink Pascal Mettes Pengwan Yang Cees G. M. Snoek 3DPC 35 154 0 14 Aug 2020