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
Automated Remote Sensing Forest Inventory Using Satellite Imagery A. Shtanchaev Artur Bille Olga N. Sutyrina Sara Elelimy 17 0 0 16 Oct 2021
Interactive Analysis of CNN Robustness Stefan Sietzen Mathias Lechner Judy Borowski Ramin Hasani Manuela Waldner AAML 81 10 0 14 Oct 2021
Deep Long-Tailed Learning: A Survey Yifan Zhang Bingyi Kang Bryan Hooi Shuicheng Yan Jiashi Feng VLM 117 595 0 09 Oct 2021
Distinguishing rule- and exemplar-based generalization in learning systems Ishita Dasgupta Erin Grant Thomas Griffiths 88 16 0 08 Oct 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 150 705 0 05 Oct 2021
BdSL36: A Dataset for Bangladeshi Sign Letters Recognition Oishee Bintey Hoque Mohammad Imrul Jubair A. Akash Md. Saiful Islam 74 12 0 02 Oct 2021
SpliceOut: A Simple and Efficient Audio Augmentation Method Arjit Jain Pranay Reddy Samala Deepak Mittal Preethi Jyothi M. Singh 130 11 0 30 Sep 2021
Frequency Disentangled Residual Network S. Singh Roshan Reddy Yedla S. Dubey R. Sanodiya Wei Chu 68 4 0 26 Sep 2021
A two-step machine learning approach for crop disease detection: an application of GAN and UAV technology A. Prasad Nikhil Mehta Matthew Horak Wan D. Bae 32 6 0 19 Sep 2021
FSER: Deep Convolutional Neural Networks for Speech Emotion Recognition Bonaventure F. P. Dossou Yeno K. S. Gbenou 27 8 0 15 Sep 2021
Co-Correcting: Noise-tolerant Medical Image Classification via mutual Label Correction Jiarun Liu Ruirui Li Chuan Sun OOD NoLa VLM 66 33 0 11 Sep 2021
Generatively Augmented Neural Network Watchdog for Image Classification Networks Justin Bui Glauco A. Amigo R. Marks 64 0 0 07 Sep 2021
Nearest Neighbour Few-Shot Learning for Cross-lingual Classification M Saiful Bari Batool Haider Saab Mansour VLM 36 14 0 06 Sep 2021
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark Detection Mahdieh Darvish Mahsa Pouramini H. Bahador ViT 67 5 0 28 Aug 2021
Influence-guided Data Augmentation for Neural Tensor Completion Sejoon Oh Sungchul Kim Ryan Rossi Srijan Kumar 82 11 0 23 Aug 2021
Boosting of Head Pose Estimation by Knowledge Distillation A. Sheka V. Samun 33 0 0 20 Aug 2021
Semantic Perturbations with Normalizing Flows for Improved Generalization Oğuz Kaan Yüksel Sebastian U. Stich Martin Jaggi Tatjana Chavdarova AAML 79 10 0 18 Aug 2021
Data Efficient Human Intention Prediction: Leveraging Neural Network Verification and Expert Guidance Ruixuan Liu Changliu Liu AAML 40 1 0 16 Aug 2021
Alleviating Mode Collapse in GAN via Diversity Penalty Module Sen Pei Richard Yi Da Xu Shiming Xiang Gaofeng Meng 23 1 0 05 Aug 2021
The Devil is in the GAN: Backdoor Attacks and Defenses in Deep Generative Models Ambrish Rawat Killian Levacher M. Sinn AAML 105 14 0 03 Aug 2021
BezierSeg: Parametric Shape Representation for Fast Object Segmentation in Medical Images Hai-xin Chen Yishu Deng Bin Li Zeqin Li Haohua Chen Bing-Zhong Jing Chaofeng Li 44 4 0 02 Aug 2021
LARGE: Latent-Based Regression through GAN Semantics Yotam Nitzan Rinon Gal Ofir Brenner Daniel Cohen-Or GAN 55 26 0 22 Jul 2021
Malware Classification Using Deep Boosted Learning M. Asam Dr. Saddam Hussain Khan Tauseef Jamal Umme Zahoora Asifullah Khan 63 11 0 08 Jul 2021
MSE Loss with Outlying Label for Imbalanced Classification S. Kato Kazuhiro Hotta 18 11 0 06 Jul 2021
Unsupervised Image Segmentation by Mutual Information Maximization and Adversarial Regularization S. E. Mirsadeghi Ali Royat H. Rezatofighi 61 32 0 01 Jul 2021
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Dara Bahri Heinrich Jiang Yi Tay Donald Metzler SSL 74 178 0 29 Jun 2021
A CNN Segmentation-Based Approach to Object Detection and Tracking in Ultrasound Scans with Application to the Vagus Nerve Detection Abdullah F. Al-Battal Yan Gong Lu Xu T. Morton Chen Du Yifeng Bu I. Lerman R. Madhavan Truong Thao Nguyen 26 9 0 25 Jun 2021
Jitter: Random Jittering Loss Function Zhicheng Cai Chenglei Peng S. Du 52 3 0 25 Jun 2021
Where is the disease? Semi-supervised pseudo-normality synthesis from an abnormal image Yuanqi Du Quan Quan Hu Han S. Kevin Zhou GAN MedIm 47 3 0 24 Jun 2021
ScanBank: A Benchmark Dataset for Figure Extraction from Scanned Electronic Theses and Dissertations S. Kahu William A. Ingram Edward A. Fox Jian Wu 11 12 0 23 Jun 2021
Equivariance-bridged SO(2)-Invariant Representation Learning using Graph Convolutional Network Sungwon Hwang Hyungtae Lim Hyun Myung 40 2 0 18 Jun 2021
Effective Evaluation of Deep Active Learning on Image Classification Tasks Nathan Beck D. Sivasubramanian Apurva Dani Ganesh Ramakrishnan Rishabh K. Iyer VLM 78 39 0 16 Jun 2021
A Deep Variational Approach to Clustering Survival Data Laura Manduchi Ricards Marcinkevics M. Massi Thomas Weikert Alexander Sauter ... F. Vasella M. Neidert M. Pfister Bram Stieltjes Julia E. Vogt 146 31 0 10 Jun 2021
Generative Feature-driven Image Replay for Continual Learning Kevin Thandiackal Tiziano Portenier Andrea Giovannini M. Gabrani O. Goksel CLL VLM DiffM 48 10 0 09 Jun 2021
CLCC: Contrastive Learning for Color Constancy Yi-Chen Lo Chia-Che Chang Hsuan-Chao Chiu Yu-Hao Huang Chia-Ping Chen Yu-Lin Chang Kevin Jou 78 49 0 09 Jun 2021
Tractable Regularization of Probabilistic Circuits Hoang Trung-Dung Guy Van den Broeck TPM 82 33 0 04 Jun 2021
Algorithmic Insurance Dimitris Bertsimas Agni Orfanoudaki 46 3 0 01 Jun 2021
An ordinal CNN approach for the assessment of neurological damage in Parkinson's disease patients Javier Barbero-Gómez Pedro Antonio Gutiérrez V. M. Vargas J. Vallejo-Casas César Hervás-Martinez 41 28 0 31 May 2021
Data Augmentation for Text Generation Without Any Augmented Data Wei Bi Huayang Li Jiacheng Huang 65 7 0 28 May 2021
Deep Metric Learning for Few-Shot Image Classification: A Review of Recent Developments Xiaoxu Li Xiaochen Yang Zhanyu Ma Jing-Hao Xue VLM 104 126 0 17 May 2021
The Tags Are Alright: Robust Large-Scale RFID Clone Detection Through Federated Data-Augmented Radio Fingerprinting Mauro Piva G. Maselli Francesco Restuccia 56 22 0 08 May 2021
Dynamic Defense Approach for Adversarial Robustness in Deep Neural Networks via Stochastic Ensemble Smoothed Model Ruoxi Qin Linyuan Wang Xing-yuan Chen Xuehui Du Bin Yan AAML 64 5 0 06 May 2021
More Than Meets The Eye: Semi-supervised Learning Under Non-IID Data Saul Calderon-Ramirez Luis Oala 70 5 0 20 Apr 2021
Contrastive Learning with Stronger Augmentations Tianlin Li Guo-Jun Qi CLL 141 227 0 15 Apr 2021
RIANN -- A Robust Neural Network Outperforms Attitude Estimation Filters Daniel Weber C. Gühmann Thomas Seel 69 37 0 15 Apr 2021
Achieving Model Robustness through Discrete Adversarial Training Maor Ivgi Jonathan Berant AAML 77 28 0 11 Apr 2021
Landmarks Augmentation with Manifold-Barycentric Oversampling Iaroslav Bespalov N. Buzun Oleg Kachan Dmitry V. Dylov MedIm 57 4 0 02 Apr 2021
Fast Jacobian-Vector Product for Deep Networks Randall Balestriero Richard Baraniuk 58 6 0 01 Apr 2021
Scale-aware Automatic Augmentation for Object Detection Yukang Chen Yanwei Li Tao Kong Lu Qi Ruihang Chu Lei Li Jiaya Jia 103 51 0 31 Mar 2021
Data Augmentation in a Hybrid Approach for Aspect-Based Sentiment Analysis Tomas Liesting Flavius Frasincar Maria Mihaela Truşcǎ 49 31 0 29 Mar 2021