Data Augmentation by Pairing Samples for Images Classification

9 January 2018

Papers citing "Data Augmentation by Pairing Samples for Images Classification"

50 / 145 papers shown

Title
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 24 397 0 03 May 2022
Image Data Augmentation for Deep Learning: A Survey Suorong Yang Wei-Ting Xiao Mengcheng Zhang Suhan Guo Jian Zhao S. Furao 21 232 0 19 Apr 2022
Multi-Sample $ζ$ -mixup: Richer, More Realistic Synthetic Samples from a $p$ -Series Interpolant Kumar Abhishek Colin J. Brown Ghassan Hamarneh 34 2 0 07 Apr 2022
EnvEdit: Environment Editing for Vision-and-Language Navigation Jialu Li Hao Tan Joey Tianyi Zhou 31 80 0 29 Mar 2022
Deep AutoAugment Yu Zheng Z. Zhang Shen Yan Mi Zhang ViT 21 26 0 11 Mar 2022
TeachAugment: Data Augmentation Optimization Using Teacher Knowledge Teppei Suzuki ViT 21 48 0 25 Feb 2022
SODA: Self-organizing data augmentation in deep neural networks -- Application to biomedical image segmentation tasks Arnaud Deleruyelle J. Klein Cristian Versari OOD 19 0 0 07 Feb 2022
Deep invariant networks with differentiable augmentation layers Cédric Rommel Thomas Moreau Alexandre Gramfort OOD 27 8 0 04 Feb 2022
Feature transforms for image data augmentation L. Nanni M. Paci S. Brahnam A. Lumini 27 19 0 24 Jan 2022
GenLabel: Mixup Relabeling using Generative Models Jy-yong Sohn Liang Shang Hongxu Chen Jaekyun Moon Dimitris Papailiopoulos Kangwook Lee VLM 11 15 0 07 Jan 2022
MPViT: Multi-Path Vision Transformer for Dense Prediction Youngwan Lee Jonghee Kim Jeffrey Willette Sung Ju Hwang ViT 29 244 0 21 Dec 2021
DNA: Dynamic Network Augmentation Scott Mahan T. Doster Henry Kvinge 12 0 0 17 Dec 2021
Challenges of Adversarial Image Augmentations Arno Blaas Xavier Suau Jason Ramapuram N. Apostoloff Luca Zappella AAML 13 4 0 24 Nov 2021
On Data-centric Myths Antonia Marcu Adam Prugel-Bennett 17 5 0 22 Nov 2021
Influence-guided Data Augmentation for Neural Tensor Completion Sejoon Oh Sungchul Kim Ryan A. Rossi Srijan Kumar 28 10 0 23 Aug 2021
SegMix: Co-occurrence Driven Mixup for Semantic Segmentation and Adversarial Robustness Md. Amirul Islam M. Kowal Konstantinos G. Derpanis Neil D. B. Bruce 25 8 0 23 Aug 2021
A Visual Domain Transfer Learning Approach for Heartbeat Sound Classification Uddipan Mukherjee Sidharth Pancholi 27 0 0 28 Jul 2021
An overview of mixing augmentation methods and augmentation strategies Dominik Lewy Jacek Mańdziuk 23 61 0 21 Jul 2021
Parametric Scattering Networks Shanel Gauthier Benjamin Thérien Laurent Alsene-Racicot Muawiz Chaudhary Irina Rish Eugene Belilovsky Michael Eickenberg Guy Wolf 24 16 0 20 Jul 2021
Augmented Data as an Auxiliary Plug-in Towards Categorization of Crowdsourced Heritage Data S. V. Kudari Akshaykumar Gunari Adarsh Jamadandi R. Tabib U. Mudenagudi 16 2 0 08 Jul 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 36 334 0 07 Jul 2021
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference Peng Tu Yawen Huang Rongrong Ji Feng Zheng Ling Shao 13 7 0 29 Jun 2021
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better Gaurav Menghani VLM MedIm 23 366 0 16 Jun 2021
Survey: Image Mixing and Deleting for Data Augmentation Humza Naveed Saeed Anwar Munawar Hayat Kashif Javed Ajmal Mian 38 78 0 13 Jun 2021
EventDrop: data augmentation for event-based learning Fuqiang Gu Weicong Sng Xuke Hu Fei Yu 24 37 0 07 Jun 2021
An End-to-End Breast Tumour Classification Model Using Context-Based Patch Modelling- A BiLSTM Approach for Image Classification S. Tripathi S. Singh H. Lee 21 43 0 05 Jun 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 13 58 0 29 Apr 2021
EmergencyNet: Efficient Aerial Image Classification for Drone-Based Emergency Monitoring Using Atrous Convolutional Feature Fusion C. Kyrkou T. Theocharides 40 130 0 28 Apr 2021
Epsilon Consistent Mixup: Structural Regularization with an Adaptive Consistency-Interpolation Tradeoff Vincent Pisztora Yanglan Ou Xiaolei Huang Francesca Chiaromonte Jia Li 40 1 0 19 Apr 2021
Direct Differentiable Augmentation Search Aoming Liu Zehao Huang Zhiwu Huang Naiyan Wang 27 33 0 09 Apr 2021
AlignMixup: Improving Representations By Interpolating Aligned Features Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis WSOL 33 61 0 29 Mar 2021
DivAug: Plug-in Automated Data Augmentation with Explicit Diversity Maximization Zirui Liu Haifeng Jin Ting-Hsiang Wang Kaixiong Zhou Xia Hu 16 23 0 26 Mar 2021
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks Alexandre Ramé Rémy Sun Matthieu Cord UQCV 37 60 0 10 Mar 2021
Data Augmentation for Object Detection via Differentiable Neural Rendering G. Ning Guang Chen Chaowei Tan Si Luo Liefeng Bo Heng Huang 31 6 0 04 Mar 2021
Sill-Net: Feature Augmentation with Separated Illumination Representation Hanwang Zhang Zhong Cao Ziang Yan Changshui Zhang 13 26 0 06 Feb 2021
Colonoscopy Polyp Detection: Domain Adaptation From Medical Report Images to Real-time Videos Zhi-Qin Zhan Huazhu Fu Yan-Yao Yang Jingjing Chen Jie Liu Yu-Gang Jiang 11 1 0 31 Dec 2020
SyNet: An Ensemble Network for Object Detection in UAV Images Mert Albaba S. Ozer ObjD 26 32 0 23 Dec 2020
SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data Shaoli Huang Xinchao Wang Dacheng Tao 19 115 0 09 Dec 2020
Neural Semi-supervised Learning for Text Classification Under Large-Scale Pretraining Zijun Sun Chun Fan Xiaofei Sun Yuxian Meng Fei Wu Jiwei Li 27 9 0 17 Nov 2020
SapAugment: Learning A Sample Adaptive Policy for Data Augmentation Ting-Yao Hu A. Shrivastava Jen-Hao Rick Chang H. Koppula Stefan Braun Kyuyeon Hwang Ozlem Kalinli Oncel Tuzel 11 16 0 02 Nov 2020
Image Obfuscation for Privacy-Preserving Machine Learning Mathilde Raynal R. Achanta Mathias Humbert 38 13 0 20 Oct 2020
Ferrograph image classification Peng Peng Jiugen Wang 9 1 0 14 Oct 2020
Learning to Recombine and Resample Data for Compositional Generalization Ekin Akyürek Afra Feyza Akyürek Jacob Andreas 24 79 0 08 Oct 2020
Improving Auto-Augment via Augmentation-Wise Weight Sharing Keyu Tian Chen Lin Ming-hui Sun Luping Zhou Junjie Yan Wanli Ouyang 15 48 0 30 Sep 2020
A physics-informed operator regression framework for extracting data-driven continuum models Ravi G. Patel N. Trask M. Wood E. Cyr AI4CE 11 103 0 25 Sep 2020
PK-GCN: Prior Knowledge Assisted Image Classification using Graph Convolution Networks Xueli Xiao Chunyan Ji Thosini Bamunu Mudiyanselage Yi Pan GNN SSL 9 3 0 24 Sep 2020
Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training Alfred Laugros A. Caplier Matthieu Ospici AAML 19 19 0 19 Aug 2020
Feature Binding with Category-Dependant MixUp for Semantic Segmentation and Adversarial Robustness Md. Amirul Islam M. Kowal Konstantinos G. Derpanis Neil D. B. Bruce 6 7 0 13 Aug 2020
Part-Aware Data Augmentation for 3D Object Detection in Point Cloud Jaeseok Choi Yeji Song Nojun Kwak 3DPC 35 63 0 27 Jul 2020
Deep Learning Methods for Solving Linear Inverse Problems: Research Directions and Paradigms Yanna Bai Wei Chen Jie Chen Weisi Guo 31 66 0 27 Jul 2020