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
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 30 91 0 24 Apr 2020
A review: Deep learning for medical image segmentation using multi-modality fusion Tongxue Zhou S. Ruan S. Canu 24 504 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 28 31 0 20 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 18 4 0 13 Apr 2020
A Deep Learning Approach for Determining Effects of Tuta Absoluta in Tomato Plants D. P. Rubanga L. Loyani Mgaya Richard S. Shimada 28 13 0 08 Apr 2020
SuperMix: Supervising the Mixing Data Augmentation Ali Dabouei Sobhan Soleymani Fariborz Taherkhani Nasser M. Nasrabadi 19 98 0 10 Mar 2020
A Neural Network Based Framework for Archetypical Sound Synthesis E. Guizzo A. Novello 11 0 0 06 Mar 2020
Model Assertions for Monitoring and Improving ML Models Daniel Kang Deepti Raghavan Peter Bailis Matei A. Zaharia 16 58 0 03 Mar 2020
On Leveraging Pretrained GANs for Generation with Limited Data Miaoyun Zhao Yulai Cong Lawrence Carin 34 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 27 144 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 40 17 0 15 Feb 2020
Using generative adversarial networks to synthesize artificial financial datasets Dmitry Efimov Di Xu Luyang Kong A. Nefedov Archana Anandakrishnan GAN 25 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 16 3 0 03 Feb 2020
TDEFSI: Theory Guided Deep Learning Based Epidemic Forecasting with Synthetic Information Lijing Wang Jiangzhuo Chen Madhav Marathe AI4TS 31 19 0 28 Jan 2020
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Hung-Yu Tseng Hsin-Ying Lee Jia-Bin Huang Ming-Hsuan Yang 32 387 0 23 Jan 2020
Curriculum Labeling: Revisiting Pseudo-Labeling for Semi-Supervised Learning Paola Cascante-Bonilla Fuwen Tan Yanjun Qi Vicente Ordonez ODL 47 23 0 16 Jan 2020
A Multi-cascaded Model with Data Augmentation for Enhanced Paraphrase Detection in Short Texts M. Shakeel Asim Karim Imdadullah Khan 23 34 0 27 Dec 2019
Adversarial AutoAugment Xinyu Zhang Qiang-qiang Wang Jian Zhang Zhaobai Zhong AAML 33 197 0 24 Dec 2019
Projection-to-Projection Translation for Hybrid X-ray and Magnetic Resonance Imaging Bernhard Stimpel Christopher Syben Tobias Würfl Katharina Breininger P. Hoelter Arnd Dörfler Andreas Maier MedIm 25 9 0 19 Nov 2019
QC-Automator: Deep Learning-based Automated Quality Control for Diffusion MR Images Zahra Riahi Samani J. A. Alappatt D. Parker A. A. O. Ismail R. Verma MedIm 34 31 0 15 Nov 2019
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning Dominik Muller Frank Kramer 28 117 0 21 Oct 2019
Generative Image Translation for Data Augmentation in Colorectal Histopathology Images Jerry W. Wei A. Suriawinata L. Vaickus Bing Ren Xiaoying Liu Jason W. Wei Saeed Hassanpour GAN MedIm 27 72 0 13 Oct 2019
A Generative Approach Towards Improved Robotic Detection of Marine Litter Jungseok Hong Michael Fulton Junaed Sattar 25 21 0 10 Oct 2019
Automatic Fact-guided Sentence Modification Darsh J. Shah Tal Schuster Regina Barzilay KELM 18 40 0 30 Sep 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 114 3,423 0 30 Sep 2019
Automatically Learning Data Augmentation Policies for Dialogue Tasks Tong Niu Joey Tianyi Zhou 26 39 0 27 Sep 2019
Unsupervised Image Translation using Adversarial Networks for Improved Plant Disease Recognition H. Nazki Sook Yoon A. Fuentes D. Park GAN MedIm 27 152 0 26 Sep 2019
Using Priming to Uncover the Organization of Syntactic Representations in Neural Language Models Grusha Prasad Marten van Schijndel Tal Linzen 40 51 0 23 Sep 2019
Dynamic Stale Synchronous Parallel Distributed Training for Deep Learning Xing Zhao Aijun An Junfeng Liu Bin Chen 26 57 0 16 Aug 2019
Improving Malaria Parasite Detection from Red Blood Cell using Deep Convolutional Neural Networks Aimon Rahman H. Zunair Mohammad Sohel Rahman Jesia Quader Yuki S. Biswas Md. Ashraful Alam N. Alam M. Mahdy 35 56 0 23 Jul 2019
Quick, Stat!: A Statistical Analysis of the Quick, Draw! Dataset Jennifer J. Gago J. Victores Ugo Pattacini C. Balaguer 28 10 0 15 Jul 2019
Learning Data Augmentation Strategies for Object Detection Barret Zoph E. D. Cubuk Golnaz Ghiasi Nayeon Lee Jonathon Shlens Quoc V. Le 39 523 0 26 Jun 2019
Further advantages of data augmentation on convolutional neural networks Alex Hernández-García Peter König 16 107 0 26 Jun 2019
SMILES-X: autonomous molecular compounds characterization for small datasets without descriptors G. Lambard Ekaterina Gracheva 27 20 0 20 Jun 2019
Exploring Bias in GAN-based Data Augmentation for Small Samples Mengxiao Hu Jinlong Li 14 20 0 21 May 2019
A Survey on Face Data Augmentation Xiang Wang Kai Wang Kai Wang CVBM 20 130 0 26 Apr 2019
Improved visible to IR image transformation using synthetic data augmentation with cycle-consistent adversarial networks Kyongsik Yun Kevin Yu Joseph Osborne S. Eldin Luan Nguyen Alexander Huyen Thomas Lu GAN 19 19 0 25 Apr 2019
Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation Junhao Wen Elina Thibeau-Sutre Mauricio Diaz-Melo J. Samper-González A. Routier Simona Bottani Didier Dormont S. Durrleman Ninon Burgos O. Colliot 30 507 0 16 Apr 2019
Crowding in humans is unlike that in convolutional neural networks Ben Lonnqvist A. Clarke R. Chakravarthi 21 11 0 01 Mar 2019
SPDA: Superpixel-based Data Augmentation for Biomedical Image Segmentation Yizhe Zhang Lin Yang Hao Zheng Peixian Liang Colleen A. Mangold R. Loreto David P. Hughes Danny Chen MedIm 27 13 0 28 Feb 2019
Segmentation of Roots in Soil with U-Net Abraham George Smith Jens Petersen Raghavendra Selvan C. Rasmussen 19 122 0 28 Feb 2019
Deep learning in bioinformatics: introduction, application, and perspective in big data era Yu Li Chao Huang Lizhong Ding Zhongxiao Li Yijie Pan Xin Gao AI4CE 24 295 0 28 Feb 2019
Augmentation Scheme for Dealing with Imbalanced Network Traffic Classification Using Deep Learning Ramin Hasibi Matin Shokri M. Dehghan 20 34 0 01 Jan 2019
Skin Lesions Classification Using Convolutional Neural Networks in Clinical Images Danilo Barros Mendes Nilton Correia da Silva MedIm 22 46 0 06 Dec 2018
Neural Sign Language Translation based on Human Keypoint Estimation Sang-Ki Ko Chang Jo Kim Hyedong Jung Choongsang Cho SLR 30 207 0 28 Nov 2018
KekuleScope: prediction of cancer cell line sensitivity and compound potency using convolutional neural networks trained on compound images I. Cortés-Ciriano A. Bender MedIm 30 51 0 22 Nov 2018
Detecting cities in aerial night-time images by learning structural invariants using single reference augmentation P. Sadler 3DPC 15 1 0 19 Oct 2018
Wronging a Right: Generating Better Errors to Improve Grammatical Error Detection Sudhanshu Kasewa Pontus Stenetorp Sebastian Riedel 14 59 0 26 Sep 2018
Recent Advances in Object Detection in the Age of Deep Convolutional Neural Networks Shivang Agarwal Jean Ogier du Terrail F. Jurie ObjD 24 123 0 10 Sep 2018
Learning Invariances for Policy Generalization Rémi Tachet des Combes Philip Bachman H. V. Seijen 20 12 0 07 Sep 2018