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
Overview: Computer vision and machine learning for microstructural characterization and analysis Elizabeth A. Holm R. Cohn Nan Gao Andrew R. Kitahara Thomas P. Matson Bo Lei Srujana Rao Yarasi 67 165 0 28 May 2020
COVID-Net S: Towards computer-aided severity assessment via training and validation of deep neural networks for geographic extent and opacity extent scoring of chest X-rays for SARS-CoV-2 lung disease severity A. Wong Z. Q. Lin Linda Wang A. Chung B. Shen A. Abbasi M. Hoshmand-Kochi T. Duong 62 35 0 26 May 2020
Local Motion Planner for Autonomous Navigation in Vineyards with a RGB-D Camera-Based Algorithm and Deep Learning Synergy Diego Aghi Vittorio Mazzia Marcello Chiaberge 51 53 0 26 May 2020
Polarimetric image augmentation Marc Blanchon Olivier Morel F. Mériaudeau R. Seulin Désiré Sidibé 23 5 0 22 May 2020
Automated Copper Alloy Grain Size Evaluation Using a Deep-learning CNN George S. Baggs P. Guerrier A. Loeb Jason C. Jones 39 9 0 20 May 2020
Improving Deep Learning Models via Constraint-Based Domain Knowledge: a Brief Survey Andrea Borghesi Federico Baldo M. Milano AI4CE 64 36 0 19 May 2020
FuCiTNet: Improving the generalization of deep learning networks by the fusion of learned class-inherent transformations M. Rey-Area Emilio Guirado Siham Tabik Javier Ruiz-Hidalgo 46 12 0 17 May 2020
"I have vxxx bxx connexxxn!": Facing Packet Loss in Deep Speech Emotion Recognition Mostafa M. Mohamed Björn W. Schuller CVBM 31 3 0 15 May 2020
Neural Networks Versus Conventional Filters for Inertial-Sensor-based Attitude Estimation Daniel Weber C. Gühmann Thomas Seel 37 35 0 14 May 2020
Data Augmentation for Deep Candlestick Learner Chia-Ying Tsao Jun-Hao Chen Samuel Yen-Chi Chen Yun-Cheng Tsai 24 1 0 14 May 2020
ECG-DelNet: Delineation of Ambulatory Electrocardiograms with Mixed Quality Labeling Using Neural Networks Guillermo Jiménez-Pérez A. Alcaine Oscar Camara 14 8 0 11 May 2020
Selecting Data Augmentation for Simulating Interventions Maximilian Ilse Jakub M. Tomczak Patrick Forré OOD CML 92 18 0 04 May 2020
A Causal View on Robustness of Neural Networks Cheng Zhang Kun Zhang Yingzhen Li CML OOD 109 85 0 03 May 2020
A survey on modern trainable activation functions Andrea Apicella Francesco Donnarumma Francesco Isgrò R. Prevete 112 378 0 02 May 2020
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification Jiaao Chen Zichao Yang Diyi Yang VLM 103 365 0 25 Apr 2020
Syntactic Data Augmentation Increases Robustness to Inference Heuristics Junghyun Min R. Thomas McCoy Dipanjan Das Emily Pitler Tal Linzen 96 180 0 24 Apr 2020
Spectral Data Augmentation Techniques to quantify Lung Pathology from CT-images Subhradeep Kayal Florian Dubost H. Tiddens Marleen de Bruijne OOD 12 2 0 24 Apr 2020
Generative Data Augmentation for Commonsense Reasoning Yiben Yang Chaitanya Malaviya Jared Fernandez Swabha Swayamdipta Ronan Le Bras Ji-ping Wang Chandra Bhagavatula Yejin Choi Doug Downey LRM 82 90 0 24 Apr 2020
A review: Deep learning for medical image segmentation using multi-modality fusion Tongxue Zhou S. Ruan S. Canu 88 517 0 22 Apr 2020
OSLNet: Deep Small-Sample Classification with an Orthogonal Softmax Layer Xiaoxu Li Dongliang Chang Zhanyu Ma Zheng-Hua Tan Jing-Hao Xue Jie Cao Jingyi Yu Jun Guo 104 32 0 20 Apr 2020
Incorporating Multiple Cluster Centers for Multi-Label Learning Senlin Shu Fengmao Lv Jun Huang Li Li Shuo He Jun He 18 8 0 17 Apr 2020
Data augmentation using generative networks to identify dementia B. Mirheidari Yilin Pan D. Blackburn R. O'Malley Traci Walker A. Venneri M. Reuber H. Christensen MedIm 25 4 0 13 Apr 2020
Models Genesis Zongwei Zhou V. Sodha Jiaxuan Pang Michael B. Gotway Jianming Liang MedIm 75 34 0 09 Apr 2020
A Deep Learning Approach for Determining Effects of Tuta Absoluta in Tomato Plants D. P. Rubanga L. Loyani Mgaya Richard S. Shimada 37 13 0 08 Apr 2020
Feature Re-Learning with Data Augmentation for Video Relevance Prediction Jianfeng Dong Xun Wang Leimin Zhang Chaoxi Xu Gang Yang Xirong Li 42 13 0 08 Apr 2020
DARE: Data Augmented Relation Extraction with GPT-2 Yannis Papanikolaou Andrea Pierleoni 60 76 0 06 Apr 2020
Deep Transfer Learning for Texture Classification in Colorectal Cancer Histology Srinath Jayachandran Ashlin Ghosh MedIm 32 8 0 03 Apr 2020
Lesion Conditional Image Generation for Improved Segmentation of Intracranial Hemorrhage from CT Images Manohar Karki Junghwan Cho Seokhwan Ko GAN MedIm 6 4 0 30 Mar 2020
Heavy-tailed Representations, Text Polarity Classification & Data Augmentation Hamid Jalalzai Pierre Colombo Chloé Clavel Éric Gaussier Giovanna Varni Emmanuel Vignon Anne Sabourin 69 28 0 25 Mar 2020
Semi-supervised Contrastive Learning Using Partial Label Information Colin B. Hansen V. Nath Diego A. Mesa Yuankai Huo Bennett A. Landman Thomas A. Lasko SSL 32 0 0 17 Mar 2020
On the effectiveness of convolutional autoencoders on image-based personalized recommender systems E. Blanco-Mallo Beatriz Remeseiro V. Bolón-Canedo Amparo Alonso-Betanzos 25 2 0 13 Mar 2020
Hyper-Parameter Optimization: A Review of Algorithms and Applications Tong Yu Hong Zhu AAML 96 542 0 12 Mar 2020
SuperMix: Supervising the Mixing Data Augmentation Ali Dabouei Sobhan Soleymani Fariborz Taherkhani Nasser M. Nasrabadi 120 101 0 10 Mar 2020
A Neural Network Based Framework for Archetypical Sound Synthesis E. Guizzo A. Novello 32 0 0 06 Mar 2020
Real-time Federated Evolutionary Neural Architecture Search Hangyu Zhu Yaochu Jin FedML 202 73 0 04 Mar 2020
Model Assertions for Monitoring and Improving ML Models Daniel Kang Deepti Raghavan Peter Bailis Matei A. Zaharia 92 59 0 03 Mar 2020
Explainable and Scalable Machine-Learning Algorithms for Detection of Autism Spectrum Disorder using fMRI Data Taban Eslami Joseph S. Raiker F. Saeed 56 20 0 02 Mar 2020
On Leveraging Pretrained GANs for Generation with Limited Data Miaoyun Zhao Yulai Cong Lawrence Carin 107 21 0 26 Feb 2020
LeafGAN: An Effective Data Augmentation Method for Practical Plant Disease Diagnosis Q. H. Cap H. Uga S. Kagiwada Hitoshi Iyatomi MedIm 79 150 0 24 Feb 2020
SIP-SegNet: A Deep Convolutional Encoder-Decoder Network for Joint Semantic Segmentation and Extraction of Sclera, Iris and Pupil based on Periocular Region Suppression Bilal Hassan Ramsha Ahmed Taimur Hassan Naoufel Werghi 84 17 0 15 Feb 2020
Efficient Training of Deep Convolutional Neural Networks by Augmentation in Embedding Space M. Abrishami Amir Erfan Eshratifar David Eigen Yanzhi Wang Shahin Nazarian Massoud Pedram 11 1 0 12 Feb 2020
Snippext: Semi-supervised Opinion Mining with Augmented Data Zhengjie Miao Yuliang Li Xiaolan Wang W. Tan RALM VLM 76 91 0 07 Feb 2020
Data augmentation with Mobius transformations Sharon Zhou Jiequan Zhang Hang Jiang T. Lundh A. Ng 54 21 0 07 Feb 2020
Using generative adversarial networks to synthesize artificial financial datasets Dmitry Efimov Di Xu Luyang Kong A. Nefedov Archana Anandakrishnan GAN 83 29 0 06 Feb 2020
Classification of Chest Diseases using Wavelet Transforms and Transfer Learning Ahmed Rasheed M. S. Younis Muhammad Bilal M. Rasheed OOD 18 3 0 03 Feb 2020
TDEFSI: Theory Guided Deep Learning Based Epidemic Forecasting with Synthetic Information Lijing Wang Jiangzhuo Chen Madhav Marathe AI4TS 67 19 0 28 Jan 2020
Graph-based Interpolation of Feature Vectors for Accurate Few-Shot Classification Yuqing Hu Vincent Gripon S. Pateux 73 28 0 27 Jan 2020
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Hung-Yu Tseng Hsin-Ying Lee Jia-Bin Huang Ming-Hsuan Yang 96 395 0 23 Jan 2020
Curriculum Labeling: Revisiting Pseudo-Labeling for Semi-Supervised Learning Paola Cascante-Bonilla Fuwen Tan Yanjun Qi Vicente Ordonez ODL 109 23 0 16 Jan 2020
SimEx: Express Prediction of Inter-dataset Similarity by a Fleet of Autoencoders Inseok Hwang Jinho Lee Frank Liu Minsik Cho 29 5 0 14 Jan 2020