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 53 405 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 32 235 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 39 2 0 07 Apr 2022
EnvEdit: Environment Editing for Vision-and-Language Navigation Jialu Li Hao Tan Joey Tianyi Zhou 47 81 0 29 Mar 2022
Deep AutoAugment Yu Zheng Zikai Zhang Shen Yan Mi Zhang ViT 40 27 0 11 Mar 2022
TeachAugment: Data Augmentation Optimization Using Teacher Knowledge Teppei Suzuki ViT 26 49 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 29 0 0 07 Feb 2022
Deep invariant networks with differentiable augmentation layers Cédric Rommel Thomas Moreau Alexandre Gramfort OOD 37 9 0 04 Feb 2022
Feature transforms for image data augmentation L. Nanni M. Paci S. Brahnam A. Lumini 46 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 32 15 0 07 Jan 2022
MPViT: Multi-Path Vision Transformer for Dense Prediction Youngwan Lee Jonghee Kim Jeffrey Willette Sung Ju Hwang ViT 29 246 0 21 Dec 2021
DNA: Dynamic Network Augmentation Scott Mahan T. Doster Henry Kvinge 22 0 0 17 Dec 2021
Challenges of Adversarial Image Augmentations Arno Blaas Xavier Suau Jason Ramapuram N. Apostoloff Luca Zappella AAML 21 4 0 24 Nov 2021
On Data-centric Myths Antonia Marcu Adam Prugel-Bennett 25 5 0 22 Nov 2021
Influence-guided Data Augmentation for Neural Tensor Completion Sejoon Oh Sungchul Kim Ryan Rossi Srijan Kumar 33 11 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 33 8 0 23 Aug 2021
A Visual Domain Transfer Learning Approach for Heartbeat Sound Classification Uddipan Mukherjee Sidharth Pancholi 40 0 0 28 Jul 2021
An overview of mixing augmentation methods and augmentation strategies Dominik Lewy Jacek Mańdziuk 33 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 34 17 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 18 2 0 08 Jul 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 80 339 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 19 7 0 29 Jun 2021
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better Gaurav Menghani VLM MedIm 28 367 0 16 Jun 2021
Survey: Image Mixing and Deleting for Data Augmentation Humza Naveed Saeed Anwar Munawar Hayat Kashif Javed Ajmal Mian 56 80 0 13 Jun 2021
EventDrop: data augmentation for event-based learning Fuqiang Gu Weicong Sng Xuke Hu Fei Yu 29 38 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 18 58 0 29 Apr 2021
EmergencyNet: Efficient Aerial Image Classification for Drone-Based Emergency Monitoring Using Atrous Convolutional Feature Fusion C. Kyrkou T. Theocharides 43 133 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 53 33 0 09 Apr 2021
AlignMixup: Improving Representations By Interpolating Aligned Features Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis WSOL 40 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 24 23 0 26 Mar 2021
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks Alexandre Ramé Rémy Sun Matthieu Cord UQCV 42 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 36 6 0 04 Mar 2021
Sill-Net: Feature Augmentation with Separated Illumination Representation Hanwang Zhang Zhong Cao Ziang Yan Changshui Zhang 23 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 18 1 0 31 Dec 2020
SyNet: An Ensemble Network for Object Detection in UAV Images Mert Albaba S. Ozer ObjD 31 33 0 23 Dec 2020
SnapMix: Semantically Proportional Mixing for Augmenting Fine-grained Data Shaoli Huang Xinchao Wang Dacheng Tao 30 117 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 32 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 24 16 0 02 Nov 2020
Image Obfuscation for Privacy-Preserving Machine Learning Mathilde Raynal R. Achanta Mathias Humbert 50 13 0 20 Oct 2020
Ferrograph image classification Peng Peng Jiugen Wang 19 1 0 14 Oct 2020
Learning to Recombine and Resample Data for Compositional Generalization Ekin Akyürek Afra Feyza Akyürek Jacob Andreas 34 79 0 08 Oct 2020
Improving Auto-Augment via Augmentation-Wise Weight Sharing Keyu Tian Chen Lin Ming Sun Luping Zhou Junjie Yan Wanli Ouyang 26 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 18 104 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 16 3 0 24 Sep 2020
Addressing Neural Network Robustness with Mixup and Targeted Labeling Adversarial Training Alfred Laugros A. Caplier Matthieu Ospici AAML 29 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 21 7 0 13 Aug 2020
Part-Aware Data Augmentation for 3D Object Detection in Point Cloud Jaeseok Choi Yeji Song Nojun Kwak 3DPC 42 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 47 66 0 27 Jul 2020