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 / 211 papers shown

Title
Virtual Underwater Datasets for Autonomous Inspections Ioannis Polymenis M. Haroutunian R. Norman D. Trodden 19 7 0 13 Sep 2022
Deep Cross-Modality and Resolution Graph Integration for Universal Brain Connectivity Mapping and Augmentation Ece Cinar Sinem Elif Haseki Alaa Bessadok I. Rekik 24 2 0 13 Sep 2022
Problem Classification for Tailored Helpdesk Auto-Replies Reece Nicholls Ryan Fellows Steve Battle Hisham Ihshaish 6 2 0 11 Sep 2022
Every picture tells a story: Image-grounded controllable stylistic story generation Holy Lovenia Bryan Wilie Romain Barraud Samuel Cahyawijaya Willy Chung Pascale Fung 26 8 0 04 Sep 2022
Learning Fast and Precise Pixel-to-Torque Control Steffen Bleher Steve Heim Sebastian Trimpe 27 2 0 03 Aug 2022
Liver Segmentation using Turbolift Learning for CT and Cone-beam C-arm Perfusion Imaging Hana Haseljić S. Chatterjee R. Frysch V. Kulvait V. Semshchikov ... Inga Brüsch T. Werncke Oliver Speck A. Nürnberger G. Rose OOD 35 2 0 20 Jul 2022
Offset equivariant networks and their applications Marco Cotogni C. Cusano 34 7 0 01 Jul 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks Z. Yang Richard Sinnott James Bailey Qiuhong Ke 31 39 0 14 Jun 2022
Two Decades of Bengali Handwritten Digit Recognition: A Survey A. A. Ashikur Rahman Md. Bakhtiar Hasan Sabbir Ahmed Tasnim Ahmed Md. Hamjajul Ashmafee Mohammad Ridwan Kabir M. H. Kabir 30 24 0 05 Jun 2022
Deep learning pipeline for image classification on mobile phones Muhammad Muneeb Samuel F. Feng A. Henschel MedIm 6 9 0 31 May 2022
Data Generation for Satellite Image Classification Using Self-Supervised Representation Learning S. Gulyanon W. Limprasert Pokpong Songmuang R. Kongkachandra SSL 11 1 0 28 May 2022
The developmental trajectory of object recognition robustness: children are like small adults but unlike big deep neural networks Lukas Huber Robert Geirhos Felix Wichmann 58 16 0 20 May 2022
How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation Yujin Kim Jaehoon Oh Sungnyun Kim Se-Young Yun 31 6 0 13 May 2022
Identical Image Retrieval using Deep Learning Sayan Nath Nikhil Nayak VLM 34 1 0 10 May 2022
Augmentations: An Insight into their Effectiveness on Convolution Neural Networks Sabeesh Ethiraj B. Bolla AAML 24 5 0 09 May 2022
Detection of Propaganda Techniques in Visuo-Lingual Metaphor in Memes Sunil Gundapu R. Mamidi 20 2 0 03 May 2022
Generative Adversarial Networks for Image Augmentation in Agriculture: A Systematic Review E. Olaniyi Dong Chen Yuzhen Lu Ya-Yu Huang 21 38 0 10 Apr 2022
Testing Feedforward Neural Networks Training Programs Houssem Ben Braiek Foutse Khomh AAML 13 14 0 01 Apr 2022
EnvEdit: Environment Editing for Vision-and-Language Navigation Jialu Li Hao Tan Joey Tianyi Zhou 36 80 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 33 198 0 23 Mar 2022
Mask Usage Recognition using Vision Transformer with Transfer Learning and Data Augmentation Hensel Donato Jahja N. Yudistira Sutrisno ViT 18 8 0 22 Mar 2022
Vision-Based Manipulators Need to Also See from Their Hands Kyle Hsu Moo Jin Kim Rafael Rafailov Jiajun Wu Chelsea Finn 34 45 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 25 10 0 22 Feb 2022
Stochastic Perturbations of Tabular Features for Non-Deterministic Inference with Automunge Nicholas J. Teague AAML 33 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 35 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 23 1 0 16 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 33 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 26 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 29 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 Bo-wen Li 20 10 0 03 Feb 2022
Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial Networks J. Pérez Patricia Arroba Jose M. Moya 27 14 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 28 9 0 09 Jan 2022
On Automatic Data Augmentation for 3D Point Cloud Classification Wanyue Zhang Xun Xu Fayao Liu Le Zhang Chuan-Sheng Foo 3DPC 33 4 0 11 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 35 71 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 47 42 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 14 18 0 29 Nov 2021
Benchmarking and scaling of deep learning models for land cover image classification Ioannis Papoutsis N. Bountos Angelos Zavras Dimitrios Michail Christos Tryfonopoulos 26 55 0 18 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 191 102 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 68 104 0 08 Nov 2021
Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation Misgana Negassi Diane Wagner A. Reiterer 19 13 0 31 Oct 2021
Whole Brain Segmentation with Full Volume Neural Network Yeshu Li Jianwei Cui Yilun Sheng Xiao Liang Jingdong Wang E. Chang Yan Xu 32 11 0 29 Oct 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 47 650 0 05 Oct 2021
BdSL36: A Dataset for Bangladeshi Sign Letters Recognition Oishee Bintey Hoque Mohammad Imrul Jubair A. Akash Md. Saiful Islam 29 11 0 02 Oct 2021
SpliceOut: A Simple and Efficient Audio Augmentation Method Arjit Jain Pranay Reddy Samala Deepak Mittal Preethi Jyothi M. Singh 30 10 0 30 Sep 2021
Frequency Disentangled Residual Network S. Singh Roshan Reddy Yedla S. Dubey R. Sanodiya Wei Chu 27 4 0 26 Sep 2021
Co-Correcting: Noise-tolerant Medical Image Classification via mutual Label Correction Jiarun Liu Ruirui Li Chuan Sun OOD NoLa VLM 30 32 0 11 Sep 2021
Generatively Augmented Neural Network Watchdog for Image Classification Networks Justin Bui Glauco A. Amigo R. Marks 39 0 0 07 Sep 2021
Nearest Neighbour Few-Shot Learning for Cross-lingual Classification M Saiful Bari Batool Haider Saab Mansour VLM 19 13 0 06 Sep 2021
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark Detection Mahdieh Darvish Mahsa Pouramini H. Bahador ViT 25 5 0 28 Aug 2021
Influence-guided Data Augmentation for Neural Tensor Completion Sejoon Oh Sungchul Kim Ryan A. Rossi Srijan Kumar 28 10 0 23 Aug 2021