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
LORD: Leveraging Open-Set Recognition with Unknown Data Tobias Koch Christian Riess Thomas Köhler 45 2 0 24 Aug 2023
$${\rm E}(3)$-Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning$ ${\rm E}(3)$ -Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning Dingyang Chen Qi Zhang 128 4 0 23 Aug 2023
MixBag: Bag-Level Data Augmentation for Learning from Label Proportions Takanori Asanomi Shinnosuke Matsuo D. Suehiro Ryoma Bise 60 9 0 17 Aug 2023
Diverse Data Augmentation with Diffusions for Effective Test-time Prompt Tuning Chun-Mei Feng Kai Yu Yong Liu Salman Khan W. Zuo VLM 120 86 0 11 Aug 2023
Synthetic Augmentation with Large-scale Unconditional Pre-training Jiarong Ye Haomiao Ni Peng Jin Sharon X. Huang Yuan Xue MedIm 61 22 0 08 Aug 2023
On genuine invariance learning without weight-tying A. Moskalev A. Sepliarskaia Erik J. Bekkers A. Smeulders CML OOD 67 9 0 07 Aug 2023
Optimizing PatchCore for Few/many-shot Anomaly Detection Joao Santos Triet Tran Oliver Rippel 117 10 0 20 Jul 2023
Class Attention to Regions of Lesion for Imbalanced Medical Image Recognition Jia-Xin Zhuang Jiabin Cai Jianguo Zhang Wei-Shi Zheng Ruixuan Wang 48 11 0 19 Jul 2023
Self-supervised Monocular Depth Estimation: Let's Talk About The Weather Kieran Saunders George Vogiatzis Luis J. Manso MDE 107 35 0 17 Jul 2023
Exploiting Counter-Examples for Active Learning with Partial labels Fei Zhang Yunjie Ye Lei Feng Zhongwen Rao Jieming Zhu Marcus Kalander Chen Gong Jianye Hao Bo Han 67 1 0 14 Jul 2023
Unleashing the Potential of Regularization Strategies in Learning with Noisy Labels Hui-Sung Kang Sheng Liu Huaxi Huang Jun Yu Bo Han Dadong Wang Tongliang Liu NoLa 90 4 0 11 Jul 2023
Task-Specific Alignment and Multiple Level Transformer for Few-Shot Action Recognition Fei-Yu Guo Li Zhu Yiwang Wang Jing Sun ViT 78 8 0 05 Jul 2023
Robust Roadside Perception: an Automated Data Synthesis Pipeline Minimizing Human Annotation Rusheng Zhang Depu Meng Lance Bassett Shengyin Shen Zhengxia Zou Henry X. Liu OffRL 61 7 0 29 Jun 2023
Out of Distribution Generalization via Interventional Style Transfer in Single-Cell Microscopy Wolfgang M. Pernice Michael Doron A. Quach Aditya Pratapa Sultan Kenjeyev N. Veaux Michio Hirano Juan C. Caicedo OOD 43 7 0 15 Jun 2023
Selective Concept Models: Permitting Stakeholder Customisation at Test-Time Matthew Barker Katherine M. Collins Krishnamurthy Dvijotham Adrian Weller Umang Bhatt 76 3 0 14 Jun 2023
GeoDiffusion: Text-Prompted Geometric Control for Object Detection Data Generation Kai Chen Enze Xie Zhe Chen Yibo Wang Lanqing Hong Zhenguo Li Dit-Yan Yeung DiffM 140 26 0 07 Jun 2023
Challenges and Remedies to Privacy and Security in AIGC: Exploring the Potential of Privacy Computing, Blockchain, and Beyond Chuan Chen Zhenpeng Wu Yan-Hao Lai Wen-chao Ou Tianchi Liao Zibin Zheng 136 36 0 01 Jun 2023
On Counterfactual Data Augmentation Under Confounding Abbavaram Gowtham Reddy Saketh Bachu Saloni Dash Charchit Sharma Amit Sharma V. Balasubramanian CML BDL 93 1 0 29 May 2023
CNN Feature Map Augmentation for Single-Source Domain Generalization Aristotelis Ballas Christos Diou OOD 80 3 0 26 May 2023
Simple Noisy Environment Augmentation for Reinforcement Learning Raad Khraishi Ramin Okhrati OffRL 42 1 0 04 May 2023
Morphological Classification of Galaxies Using SpinalNet Dim Shaiakhmetov R. R. Mekuria Ruslan Isaev Fatma Unsal 3DH 97 2 0 03 May 2023
Optimizing the AI Development Process by Providing the Best Support Environment Taha Khamis Hamam Mokayed 52 1 0 29 Apr 2023
Application of attention-based Siamese composite neural network in medical image recognition Zihao Huang Yue Wang Weixing Xin Xing Lin Huizhen Li Haowen Chen Yizhen Lao Xia Chen 46 0 0 19 Apr 2023
Realistic Data Enrichment for Robust Image Segmentation in Histopathology Sarah Cechnicka James G. C. Ball Hadrien Reynaud C. Arthurs C. Roufosse Bernhard Kainz DiffM 63 5 0 19 Apr 2023
Denoising Diffusion Medical Models Pham Ngoc Huy Tran Minh Quan MedIm DiffM 47 6 0 19 Apr 2023
Robustness of Visual Explanations to Common Data Augmentation Lenka Tětková Lars Kai Hansen AAML 60 6 0 18 Apr 2023
TTIDA: Controllable Generative Data Augmentation via Text-to-Text and Text-to-Image Models Yuwei Yin Jean Kaddour Xiang Zhang Yixin Nie Zhenguang Liu Lingpeng Kong Qi Liu DiffM 80 11 0 18 Apr 2023
Use the Detection Transformer as a Data Augmenter Luping Wang B. Liu ViT 105 0 0 10 Apr 2023
ForamViT-GAN: Exploring New Paradigms in Deep Learning for Micropaleontological Image Analysis Ivan Ferreira-Chacua A. Koeshidayatullah 58 2 0 09 Apr 2023
Exploring Deep Learning Methods for Classification of SAR Images: Towards NextGen Convolutions via Transformers Ashutosh Kumar Singh Vivek Kumar Singh 26 0 0 28 Mar 2023
Transfer learning method in the problem of binary classification of chest X-rays Kolesnikov Dmitry LM&MA 40 0 0 19 Mar 2023
Instance-Conditioned GAN Data Augmentation for Representation Learning Pietro Astolfi Arantxa Casanova Jakob Verbeek Pascal Vincent Adriana Romero Soriano M. Drozdzal 80 6 0 16 Mar 2023
DualMix: Unleashing the Potential of Data Augmentation for Online Class-Incremental Learning Yunfeng Fan Wenchao Xu Yining Qi Jiaqi Zhu Junxiao Wang Song Guo CLL 31 0 0 14 Mar 2023
Context Normalization Layer with Applications Bilal Faye M. Dilmi Hanene Azzag M. Lebbah D. Bouchaffra 80 0 0 14 Mar 2023
Augmenting Medical Imaging: A Comprehensive Catalogue of 65 Techniques for Enhanced Data Analysis M. Cossio 70 18 0 02 Mar 2023
Novel Machine Learning Approach for Predicting Poverty using Temperature and Remote Sensing Data in Ethiopia O. Shah K. Tallam 26 3 0 28 Feb 2023
SurvivalGAN: Generating Time-to-Event Data for Survival Analysis Alexander Norcliffe B. Cebere F. Imrie Pietro Lio M. Schaar SyDa 72 15 0 24 Feb 2023
Defect Transfer GAN: Diverse Defect Synthesis for Data Augmentation Ruyu Wang Sabrina Hoppe Eduardo Monari Marco F. Huber 79 19 0 16 Feb 2023
GenAug: Retargeting behaviors to unseen situations via Generative Augmentation Zoey Chen Sho Kiami Abhishek Gupta Vikash Kumar LM&Ro 96 87 0 13 Feb 2023
Effective Data Augmentation With Diffusion Models Brandon Trabucco Kyle Doherty Max Gurinas Ruslan Salakhutdinov DiffM VLM 116 257 0 07 Feb 2023
Enhancing Face Recognition with Latent Space Data Augmentation and Facial Posture Reconstruction Soroush Hashemifar Abdolreza Marefat Javad Hassannataj Joloudari H. Hassanpour CVBM 128 11 0 27 Jan 2023
Anatomy-aware and acquisition-agnostic joint registration with SynthMorph Malte Hoffmann Andrew Hoopes Douglas N. Greve Bruce Fischl Adrian Dalca MedIm 141 16 0 26 Jan 2023
CADA-GAN: Context-Aware GAN with Data Augmentation Sofie Daniels Jiugeng Sun Jiaqing Xie 71 0 0 21 Jan 2023
A Comprehensive Survey of Dataset Distillation Shiye Lei Dacheng Tao DD 106 93 0 13 Jan 2023
Automated speech- and text-based classification of neuropsychiatric conditions in a multidiagnostic setting L. Hansen R. Rocca A. Simonsen A. Parola V. Bliksted ... Dan Bang Kristian Tylén Ethan Weed S. Ostergaard Riccardo Fusaroli 102 3 0 13 Jan 2023
Deep Learning based Multi-Label Image Classification of Protest Activities Ying Lu Kosaku Sato Jialu Wang 64 22 0 10 Jan 2023
HyRSM++: Hybrid Relation Guided Temporal Set Matching for Few-shot Action Recognition Xiang Wang Shiwei Zhang Zhiwu Qing Zhe Zuo Changxin Gao Rong Jin Nong Sang 103 26 0 09 Jan 2023
Tackling Data Bias in Painting Classification with Style Transfer Mridula Vijendran Frederick W. B. Li Hubert P. H. Shum 153 4 0 06 Jan 2023
Eigenvalue initialisation and regularisation for Koopman autoencoders Jack W. Miller Charles OÑeill N. Constantinou Omri Azencot 64 2 0 23 Dec 2022
RangeAugment: Efficient Online Augmentation with Range Learning Sachin Mehta Saeid Naderiparizi Fartash Faghri Maxwell Horton Lailin Chen Ali Farhadi Oncel Tuzel Mohammad Rastegari 53 6 0 20 Dec 2022