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
End to End Generative Meta Curriculum Learning For Medical Data Augmentation Meng Li Brian C. Lovell MedIm 96 4 0 20 Dec 2022
Multimodal Prototype-Enhanced Network for Few-Shot Action Recognition Xin Ni Yong Liu Hao Wen Yatai Ji Jing Xiao Yujiu Yang 108 12 0 09 Dec 2022
CAD2Render: A Modular Toolkit for GPU-accelerated Photorealistic Synthetic Data Generation for the Manufacturing Industry Steven Moonen Bram Vanherle Joris de Hoog T. Bourgana A. Bey-Temsamani Nick Michiels 51 16 0 25 Nov 2022
VeLO: Training Versatile Learned Optimizers by Scaling Up Luke Metz James Harrison C. Freeman Amil Merchant Lucas Beyer ... Naman Agrawal Ben Poole Igor Mordatch Adam Roberts Jascha Narain Sohl-Dickstein 138 60 0 17 Nov 2022
Photometric identification of compact galaxies, stars and quasars using multiple neural networks Siddharth Chaini Atharva Bagul Anish Deshpande Rishi Gondkar K. Sharma M. Vivek Ajit Kembhavi 21 7 0 15 Nov 2022
The Lean Data Scientist: Recent Advances towards Overcoming the Data Bottleneck Chen Shani Jonathan Zarecki Dafna Shahaf 41 6 0 15 Nov 2022
Decoding Neural Signals with Computational Models: A Systematic Review of Invasive BMI Rezwan Firuzi Hamed Ahmadyani Mohammad Foad Abdi Dana Naderi Jahanfar Hassan Ayub Bokani AI4CE 101 1 0 07 Nov 2022
Evaluating a Synthetic Image Dataset Generated with Stable Diffusion Andreas Stöckl 82 23 0 03 Nov 2022
Adversarial Auto-Augment with Label Preservation: A Representation Learning Principle Guided Approach Kaiwen Yang Yanchao Sun Jiahao Su Fengxiang He Xinmei Tian Furong Huang Dinesh Manocha Dacheng Tao 98 13 0 02 Nov 2022
Iterative Teaching by Data Hallucination Zeju Qiu Weiyang Liu Tim Z. Xiao Zhen Liu Umang Bhatt Yucen Luo Adrian Weller Bernhard Schölkopf 121 9 0 31 Oct 2022
Leveraging Computer Vision Application in Visual Arts: A Case Study on the Use of Residual Neural Network to Classify and Analyze Baroque Paintings Daniel Kvak 38 0 0 27 Oct 2022
Automated Diagnosis of Cardiovascular Diseases from Cardiac Magnetic Resonance Imaging Using Deep Learning Models: A Review M. Jafari A. Shoeibi Marjane Khodatars Navid Ghassemi Parisa Moridian ... Yu-Dong Zhang Shui-Hua Wang Juan M Gorriz Hamid Alinejad-Rokny U. Acharya 78 0 0 26 Oct 2022
Learning Robust Real-World Dexterous Grasping Policies via Implicit Shape Augmentation Zoey Qiuyu Chen Karl Van Wyk Yu-Wei Chao Wei Yang Arsalan Mousavian Abhishek Gupta Dieter Fox 91 29 0 24 Oct 2022
Data-driven Approaches to Surrogate Machine Learning Model Development H. R. Jones Tingting Mu Andrei Popescu Yusuf Sulehman AI4CE 31 0 0 06 Oct 2022
Long-Tailed Class Incremental Learning Xialei Liu Yu-Song Hu Xuezhi Cao Andrew D. Bagdanov Ke Li Mingg-Ming Cheng CLL 127 37 0 01 Oct 2022
Augmentation Backdoors J. Rance Yiren Zhao Ilia Shumailov Robert D. Mullins AAML SILM 101 8 0 29 Sep 2022
SR-GCL: Session-Based Recommendation with Global Context Enhanced Augmentation in Contrastive Learning Eunkyu Oh Taehun Kim Minsoo Kim Yunhu Ji Sushil Khyalia 38 1 0 22 Sep 2022
Virtual Underwater Datasets for Autonomous Inspections Ioannis Polymenis M. Haroutunian R. Norman D. Trodden 118 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 46 2 0 13 Sep 2022
Problem Classification for Tailored Helpdesk Auto-Replies Reece Nicholls Ryan Fellows Steve Battle Hisham Ihshaish 16 2 0 11 Sep 2022
Self-supervised Learning for Panoptic Segmentation of Multiple Fruit Flower Species Abubakar Siddique A. Tabb Henry Medeiros SSL 48 8 0 10 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 86 8 0 04 Sep 2022
Impact of Scaled Image on Robustness of Deep Neural Networks Chen-Hao Hu Weiwen Shi 24 2 0 02 Sep 2022
On deceiving malware classification with section injection Adeilson Antonio da Silva Maurício Pamplona Segundo 106 4 0 12 Aug 2022
Learning Fast and Precise Pixel-to-Torque Control Steffen Bleher Steve Heim Sebastian Trimpe 65 2 0 03 Aug 2022
Towards Robust On-Ramp Merging via Augmented Multimodal Reinforcement Learning Gaurav R. Bagwe Xianhao Chen Xiaoyong Yuan Lan Zhang 64 4 0 21 Jul 2022
DeltaGAN: Towards Diverse Few-shot Image Generation with Sample-Specific Delta Y. Hong Li Niu Jianfu Zhang Liqing Zhang GAN 78 34 0 21 Jul 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 76 2 0 20 Jul 2022
Action Quality Assessment using Transformers Abhay Iyer Mohammad Alali Hemanth Bodala Sunit Vaidya ViT 42 0 0 20 Jul 2022
An Efficient Framework for Few-shot Skeleton-based Temporal Action Segmentation Leiyang Xu Qianqian Wang Xiaotian Lin Lin Yuan MedIm 67 6 0 20 Jul 2022
Revisiting data augmentation for subspace clustering Maryam Abdolali Nicolas Gillis 31 1 0 20 Jul 2022
Research Trends and Applications of Data Augmentation Algorithms João Fonseca F. Bação 52 4 0 18 Jul 2022
Know Your Space: Inlier and Outlier Construction for Calibrating Medical OOD Detectors V. Narayanaswamy Yamen Mubarka Rushil Anirudh Deepta Rajan A. Spanias Jayaraman J. Thiagarajan OOD 46 1 0 12 Jul 2022
Offset equivariant networks and their applications Marco Cotogni C. Cusano 66 8 0 01 Jul 2022
Data Augmentation vs. Equivariant Networks: A Theory of Generalization on Dynamics Forecasting Rui Wang Robin Walters Rose Yu 67 16 0 19 Jun 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks Z. Yang Richard Sinnott James Bailey Qiuhong Ke 80 45 0 14 Jun 2022
DeepVerge: Classification of Roadside Verge Biodiversity and Conservation Potential Andrew J. Perrett C. Barnes M. Schofield L. Qie Petra Bosilj James M. Brown 19 3 0 09 Jun 2022
OOD Augmentation May Be at Odds with Open-Set Recognition Mohammad Azizmalayeri M. Rohban 68 9 0 09 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 92 26 0 05 Jun 2022
Image Data collection and implementation of deep learning-based model in detecting Monkeypox disease using modified VGG16 M. Ahsan Muhammad Ramiz Uddin Mithila Farjana A. Sakib Khondhaker Al Momin Shahana Akter Luna 43 113 0 04 Jun 2022
Deep learning pipeline for image classification on mobile phones Muhammad Muneeb Samuel F. Feng A. Henschel MedIm 43 9 0 31 May 2022
Learning Instance-Specific Augmentations by Capturing Local Invariances Ning Miao Tom Rainforth Emile Mathieu Yann Dubois Yee Whye Teh Adam Foster Hyunjik Kim 104 12 0 31 May 2022
Data Generation for Satellite Image Classification Using Self-Supervised Representation Learning S. Gulyanon W. Limprasert Pokpong Songmuang R. Kongkachandra SSL 31 2 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 105 16 0 20 May 2022
Data Augmentation for Compositional Data: Advancing Predictive Models of the Microbiome E. Gordon-Rodríguez Thomas P. Quinn John P. Cunningham 93 7 0 20 May 2022
ImageSig: A signature transform for ultra-lightweight image recognition Mohamed Ramzy Ibrahim Terry Lyons VLM 141 7 0 13 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 78 6 0 13 May 2022
Sibylvariant Transformations for Robust Text Classification Fabrice Harel-Canada Muhammad Ali Gulzar Nanyun Peng Miryung Kim AAML VLM 78 4 0 10 May 2022
Identical Image Retrieval using Deep Learning Sayan Nath Nikhil Nayak VLM 52 1 0 10 May 2022
Augmentations: An Insight into their Effectiveness on Convolution Neural Networks Sabeesh Ethiraj B. Bolla AAML 73 5 0 09 May 2022