v1v2 (latest)

Semi-supervised Task-driven Data Augmentation for Medical Image Segmentation

9 July 2020

K. Chaitanya

Neerav Karani

Christian F. Baumgartner

Papers citing "Semi-supervised Task-driven Data Augmentation for Medical Image Segmentation"

21 / 21 papers shown

Title
MGAug: Multimodal Geometric Augmentation in Latent Spaces of Image Deformations Tonmoy Hossain Miaomiao Zhang 120 3 0 20 Dec 2023
Data augmentation using learned transformations for one-shot medical image segmentation Amy Zhao Guha Balakrishnan F. Durand John Guttag Adrian Dalca OOD MedIm 79 399 0 25 Feb 2019
Semi-Supervised and Task-Driven Data Augmentation K. Chaitanya Neerav Karani Christian F. Baumgartner O. Donati Anton S. Becker E. Konukoglu MedIm 97 143 0 11 Feb 2019
Pixel Level Data Augmentation for Semantic Image Segmentation using Generative Adversarial Networks Shuangting Liu Jiaqi Zhang Yuxin Chen Yifan Liu Zengchang Qin T. Wan GAN 90 46 0 01 Nov 2018
GAN Augmentation: Augmenting Training Data using Generative Adversarial Networks Christopher Bowles Liang Chen Ricardo Guerrero P. Bentley R. Gunn A. Hammers D. A. Dickie M. V. Valdés Hernández Joanna M. Wardlaw Daniel Rueckert GAN MedIm 81 428 0 25 Oct 2018
Data Augmentation for Skin Lesion Analysis Fábio Perez C. N. Vasconcelos Sandra Avila Eduardo Valle MedIm 68 170 0 05 Sep 2018
Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks Hoo-Chang Shin Neil A. Tenenholtz Jameson K. Rogers C. Schwarz M. Senjem J. Gunter Katherine P. Andriole Mark H. Michalski MedIm 111 544 0 26 Jul 2018
Conditional Infilling GANs for Data Augmentation in Mammogram Classification Eric Wu K. Wu David D. Cox William Lotter MedIm 68 135 0 21 Jul 2018
Learning to Segment Medical Images with Scribble-Supervision Alone Y. Can K. Chaitanya Basil Mustafa Lisa M. Koch E. Konukoglu Christian F. Baumgartner 50 88 0 12 Jul 2018
Pathology Segmentation using Distributional Differences to Images of Healthy Origin Simon Andermatt Antal Huck-Horváth Simon Pezold Philippe C. Cattin MedIm 74 29 0 25 May 2018
Low-Shot Learning from Imaginary Data Yu-Xiong Wang Ross B. Girshick M. Hebert Bharath Hariharan VLM 121 677 0 16 Jan 2018
Synthetic Data Augmentation using GAN for Improved Liver Lesion Classification Maayan Frid-Adar Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan MedIm GAN 73 704 0 08 Jan 2018
Unsupervised Histopathology Image Synthesis L. Hou Ayush Agarwal Dimitris Samaras Tahsin M. Kurc Rajarsi R. Gupta Joel H. Saltz MedIm 48 64 0 13 Dec 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 316 9,811 0 25 Oct 2017
Synthetic Medical Images from Dual Generative Adversarial Networks John Guibas T. S. Virdi Peter S. Li GAN MedIm 162 167 0 06 Sep 2017
RenderGAN: Generating Realistic Labeled Data Leon Sixt Benjamin Wild Tim Landgraf GAN 232 176 0 04 Nov 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 276 14,027 0 19 Nov 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 367 19,745 0 09 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
High-Performance Neural Networks for Visual Object Classification D. Ciresan U. Meier Jonathan Masci L. Gambardella Jürgen Schmidhuber BDL 3DH 99 316 0 01 Feb 2011