The Effectiveness of Data Augmentation in Image Classification using Deep Learning

13 December 2017

Papers citing "The Effectiveness of Data Augmentation in Image Classification using Deep Learning"

50 / 566 papers shown

Title
Large Scale Transfer Learning for Differentially Private Image Classification Harsh Mehta Abhradeep Thakurta Alexey Kurakin Ashok Cutkosky 85 41 0 06 May 2022
EllSeg-Gen, towards Domain Generalization for head-mounted eyetracking Rakshit Kothari Reynold J. Bailey Christopher Kanan J. Pelz Gabriel J. Diaz OOD 57 10 0 04 May 2022
Detection of Propaganda Techniques in Visuo-Lingual Metaphor in Memes Sunil Gundapu R. Mamidi 62 2 0 03 May 2022
Human-in-the-loop online multi-agent approach to increase trustworthiness in ML models through trust scores and data augmentation Gusseppe Bravo Rocca Peini Liu Jordi Guitart Ajay Dholakia David Ellison M. Hodak 48 2 0 29 Apr 2022
Deep-learning-enabled Brain Hemodynamic Mapping Using Resting-state fMRI Xirui Hou Pengfei Guo Puyang Wang Peiying Liu D. Lin ... B. Welch Denise C. Park V. Patel A. Hillis Hanzhang Lu 46 14 0 25 Apr 2022
Are Your Reviewers Being Treated Equally? Discovering Subgroup Structures to Improve Fairness in Spam Detection Jiaxin Liu Yuefei Lyu Xi Zhang Sihong Xie 35 1 0 24 Apr 2022
Smart App Attack: Hacking Deep Learning Models in Android Apps Yujin Huang Chunyang Chen FedML AAML 67 21 0 23 Apr 2022
Image Data Augmentation for Deep Learning: A Survey Suorong Yang Wei-Ting Xiao Mengcheng Zhang Suhan Guo Jian Zhao S. Furao 83 252 0 19 Apr 2022
Deep Vehicle Detection in Satellite Video R. Pflugfelder Axel Weissenfeld Julian Wagner ViT 73 4 0 14 Apr 2022
Generative Adversarial Networks for Image Augmentation in Agriculture: A Systematic Review E. Olaniyi Dong Chen Yuzhen Lu Ya-Yu Huang 73 37 0 10 Apr 2022
Testing Feedforward Neural Networks Training Programs Houssem Ben Braiek Foutse Khomh AAML 59 16 0 01 Apr 2022
EnvEdit: Environment Editing for Vision-and-Language Navigation Jialu Li Hao Tan Joey Tianyi Zhou 108 83 0 29 Mar 2022
Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection Liang Chen Yong Zhang Yibing Song Lingqiao Liu Jue Wang AAML 137 211 0 23 Mar 2022
Graph Neural Networks in Particle Physics: Implementations, Innovations, and Challenges S. Thais P. Calafiura G. Chachamis G. Dezoort Javier Mauricio Duarte S. Ganguly Michael Kagan D. Murnane Mark S. Neubauer K. Terao PINN AI4CE 121 31 0 23 Mar 2022
Mask Usage Recognition using Vision Transformer with Transfer Learning and Data Augmentation Hensel Donato Jahja N. Yudistira Sutrisno ViT 69 10 0 22 Mar 2022
Undersmoothing Causal Estimators with Generative Trees Damian Machlanski Spyridon Samothrakis Paul Clarke CML 104 1 0 16 Mar 2022
Vision-Based Manipulators Need to Also See from Their Hands Kyle Hsu Moo Jin Kim Rafael Rafailov Jiajun Wu Chelsea Finn 96 49 0 15 Mar 2022
Contrastive-mixup learning for improved speaker verification Xin Zhang Minho Jin R. Cheng Ruirui Li Eunjung Han A. Stolcke AAML SSL 53 11 0 22 Feb 2022
Numeric Encoding Options with Automunge Nicholas J. Teague AI4CE 136 4 0 19 Feb 2022
Stochastic Perturbations of Tabular Features for Non-Deterministic Inference with Automunge Nicholas J. Teague AAML 55 1 0 18 Feb 2022
A Data-Augmentation Is Worth A Thousand Samples: Exact Quantification From Analytical Augmented Sample Moments Randall Balestriero Ishan Misra Yann LeCun 76 20 0 16 Feb 2022
Ensemble Learning techniques for object detection in high-resolution satellite images A. Vilhelm Matthieu Limbert Clement Audebert Tugdual Ceillier ObjD 25 1 0 16 Feb 2022
Synthetic Data Can Also Teach: Synthesizing Effective Data for Unsupervised Visual Representation Learning Yawen Wu Zhepeng Wang Dewen Zeng Yiyu Shi Jingtong Hu SSL 98 16 0 14 Feb 2022
Distribution augmentation for low-resource expressive text-to-speech Mateusz Lajszczak Animesh Prasad Arent van Korlaar Bajibabu Bollepalli Antonio Bonafonte ... M. Nicolis Alexis Moinet Thomas Drugman Trevor Wood Elena Sokolova 61 7 0 13 Feb 2022
IoT Malware Detection Architecture using a Novel Channel Boosted and Squeezed CNN M. Asam Dr. Saddam Hussain Khan Tauseef Jamal Asifullah Khan 96 57 0 08 Feb 2022
SODA: Self-organizing data augmentation in deep neural networks -- Application to biomedical image segmentation tasks Arnaud Deleruyelle J. Klein Cristian Versari OOD 43 0 0 07 Feb 2022
Adversarially Robust Models may not Transfer Better: Sufficient Conditions for Domain Transferability from the View of Regularization Xiaojun Xu Jacky Y. Zhang Evelyn Ma Danny Son Oluwasanmi Koyejo Yue Liu 101 12 0 03 Feb 2022
Transfer Learning for Estimation of Pendubot Angular Position Using Deep Neural Networks Sina Khanagha 22 0 0 29 Jan 2022
Initial Investigations Towards Non-invasive Monitoring of Chronic Wound Healing Using Deep Learning and Ultrasound Imaging M. Schlereth Daniel Stromer Yash Mantri J. Tsujimoto Katharina Breininger Andreas Maier C. Anderson P. Garimella J. Jokerst 15 2 0 25 Jan 2022
A New Deep Hybrid Boosted and Ensemble Learning-based Brain Tumor Analysis using MRI Mirza Mumtaz Zahoor S. A. Qureshi Dr. Saddam Hussain Khan Asifullah Khan 99 89 0 14 Jan 2022
Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial Networks J. Pérez Patricia Arroba Jose M. Moya 63 16 0 12 Jan 2022
Invariance encoding in sliced-Wasserstein space for image classification with limited training data M. Shifat-E.-Rabbi Yan Zhuang Shiying Li A. Rubaiyat Xuwang Yin Gustavo K. Rohde 85 9 0 09 Jan 2022
GenLabel: Mixup Relabeling using Generative Models Jy-yong Sohn Liang Shang Hongxu Chen Jaekyun Moon Dimitris Papailiopoulos Kangwook Lee VLM 93 15 0 07 Jan 2022
On Automatic Data Augmentation for 3D Point Cloud Classification Wanyue Zhang Xun Xu Fayao Liu Le Zhang Chuan-Sheng Foo 3DPC 83 5 0 11 Dec 2021
SelectAugment: Hierarchical Deterministic Sample Selection for Data Augmentation Shiqi Lin Zhizheng Zhang Xin Li Wenjun Zeng Zhibo Chen 136 9 0 06 Dec 2021
Inducing Causal Structure for Interpretable Neural Networks Atticus Geiger Zhengxuan Wu Hanson Lu J. Rozner Elisa Kreiss Thomas Icard Noah D. Goodman Christopher Potts CML OOD 96 76 0 01 Dec 2021
Adversarial Attacks Against Deep Generative Models on Data: A Survey Hui Sun Tianqing Zhu Zhiqiu Zhang Dawei Jin Wanlei Zhou AAML 136 44 0 01 Dec 2021
Classification of animal sounds in a hyperdiverse rainforest using Convolutional Neural Networks Yuren Sun Tatiana Midori Maeda Claudia R. Solís-Lemus Daniel L. Pimentel-Alarcón Z. Buřivalová 38 21 0 29 Nov 2021
Fast and Data-Efficient Training of Rainbow: an Experimental Study on Atari Dominik Schmidt Thomas Schmied OffRL 61 12 0 19 Nov 2021
Evaluating Self and Semi-Supervised Methods for Remote Sensing Segmentation Tasks Chaitanya Patel Shashank Sharma Valerie J. Pasquarella Varun Gulshan SSL 50 15 0 19 Nov 2021
Benchmarking and scaling of deep learning models for land cover image classification Ioannis Papoutsis Nikolaos Ioannis Bountos Angelos Zavras Dimitrios Michail Christos Tryfonopoulos 99 61 0 18 Nov 2021
A Survey on Adversarial Attacks for Malware Analysis Kshitiz Aryal Maanak Gupta Mahmoud Abdelsalam AAML 99 53 0 16 Nov 2021
Dense Unsupervised Learning for Video Segmentation Nikita Araslanov Simone Schaub-Meyer Stefan Roth VOS 72 31 0 11 Nov 2021
Selective Synthetic Augmentation with HistoGAN for Improved Histopathology Image Classification Yuan Xue Jiarong Ye Qianying Zhou L. R. Long Sameer Kiran Antani Z. Xue Carl Cornwell R. Zaino K. Cheng Xiaolei Huang MedIm 213 107 0 10 Nov 2021
RawBoost: A Raw Data Boosting and Augmentation Method applied to Automatic Speaker Verification Anti-Spoofing Hemlata Tak Madhu R. Kamble J. Patino Massimiliano Todisco Nicholas W. D. Evans 122 114 0 08 Nov 2021
Off-policy Imitation Learning from Visual Inputs Zhihao Cheng Li Shen Dacheng Tao 42 2 0 08 Nov 2021
What augmentations are sensitive to hyper-parameters and why? Ch Muhammad Awais I. E. I. Bekkouch AAML 34 1 0 06 Nov 2021
Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation Misgana Negassi Diane Wagner A. Reiterer 26 14 0 31 Oct 2021
Boosting Anomaly Detection Using Unsupervised Diverse Test-Time Augmentation Seffi Cohen Niv Goldshlager Lior Rokach Bracha Shapira 63 9 0 29 Oct 2021
Whole Brain Segmentation with Full Volume Neural Network Yeshu Li Jianwei Cui Yilun Sheng Xiao Liang Jingdong Wang E. Chang Yan Xu 146 11 0 29 Oct 2021