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Synthesizing Diverse Lung Nodules Wherever Massively: 3D Multi-Conditional GAN-based CT Image Augmentation for Object Detection

12 June 2019

Papers citing "Synthesizing Diverse Lung Nodules Wherever Massively: 3D Multi-Conditional GAN-based CT Image Augmentation for Object Detection"

31 / 31 papers shown

Title
No Surprises: Training Robust Lung Nodule Detection for Low-Dose CT Scans by Augmenting with Adversarial Attacks Siqi Liu A. Setio Florin-Cristian Ghesu Eli Gibson Sasa Grbic Bogdan Georgescu Dorin Comaniciu AAML OOD 82 40 0 08 Mar 2020
Combining Noise-to-Image and Image-to-Image GANs: Brain MR Image Augmentation for Tumor Detection Changhee Han L. Rundo Ryosuke Araki Yudai Nagano Yujiro Furukawa G. Mauri Hideki Nakayama Hideaki Hayashi MedIm 44 159 0 31 May 2019
Infinite Brain MR Images: PGGAN-based Data Augmentation for Tumor Detection Changhee Han L. Rundo Ryosuke Araki Yujiro Furukawa G. Mauri Hideki Nakayama Hideaki Hayashi MedIm 64 90 0 29 Mar 2019
A Three-Player GAN: Generating Hard Samples To Improve Classification Networks Simon Vandenhende Bert De Brabandere D. Neven Luc Van Gool GAN 31 22 0 08 Mar 2019
Learning More with Less: Conditional PGGAN-based Data Augmentation for Brain Metastases Detection Using Highly-Rough Annotation on MR Images Changhee Han K. Murao T. Noguchi Yusuke Kawata F. Uchiyama L. Rundo Hideki Nakayama Shiníchi Satoh MedIm 48 98 0 26 Feb 2019
Red blood cell image generation for data augmentation using Conditional Generative Adversarial Networks Oleksandr Bailo D. Ham Y. Shin GAN MedIm 55 59 0 18 Jan 2019
Towards generative adversarial networks as a new paradigm for radiology education S. G. Finlayson Hyunkwang Lee I. Kohane Luke Oakden-Rayner GAN MedIm 59 24 0 04 Dec 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 108 541 0 26 Jul 2018
CT-Realistic Lung Nodule Simulation from 3D Conditional Generative Adversarial Networks for Robust Lung Segmentation D. Jin Ziyue Xu Youbao Tang Adam P. Harrison D. Mollura MedIm 92 185 0 11 Jun 2018
MC-GAN: Multi-conditional Generative Adversarial Network for Image Synthesis Hyojin Park Y. Yoo Nojun Kwak GAN 69 59 0 03 May 2018
Pedestrian-Synthesis-GAN: Generating Pedestrian Data in Real Scene and Beyond Xi Ouyang Yu Cheng Yi Ding Chun-Liang Li Pan Zhou GAN 69 73 0 05 Apr 2018
GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification Maayan Frid-Adar I. Diamant Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan GAN MedIm 91 1,562 0 03 Mar 2018
Data Augmentation Generative Adversarial Networks Antreas Antoniou Amos Storkey Harrison Edwards MedIm GAN 138 1,073 0 12 Nov 2017
How to Fool Radiologists with Generative Adversarial Networks? A Visual Turing Test for Lung Cancer Diagnosis Maria M. J. Chuquicusma Sarfaraz Hussein J. Burt Ulas Bagci GAN MedIm 45 213 0 26 Oct 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 282 9,797 0 25 Oct 2017
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 119 3,773 0 15 Aug 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 227 9,558 0 31 Mar 2017
Adversarial Variational Bayes: Unifying Variational Autoencoders and Generative Adversarial Networks L. Mescheder Sebastian Nowozin Andreas Geiger GAN BDL 124 529 0 17 Jan 2017
Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challenge A. Setio A. Traverso Thomas de Bel Moira S. N. Berens C. V. D. Bogaard ... Jef Vandemeulebroucke N. Walasek G. Zuidhof Bram van Ginneken Colin Jacobs 90 1,080 0 23 Dec 2016
Learning from Simulated and Unsupervised Images through Adversarial Training A. Shrivastava Tomas Pfister Oncel Tuzel J. Susskind Wenda Wang Russ Webb GAN 105 1,801 0 22 Dec 2016
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 331 19,675 0 21 Nov 2016
Least Squares Generative Adversarial Networks Xudong Mao Qing Li Haoran Xie Raymond Y. K. Lau Zhen Wang Stephen Paul Smolley GAN 333 4,575 0 13 Nov 2016
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling Jiajun Wu Chengkai Zhang Tianfan Xue Bill Freeman J. Tenenbaum GAN 311 1,956 0 24 Oct 2016
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 242 10,707 0 15 Sep 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 155 6,549 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 229 8,706 0 15 Jun 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 486 9,062 0 10 Jun 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 269 14,018 0 19 Nov 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 520 62,360 0 04 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,341 0 18 May 2015
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 455 16,923 0 20 Dec 2013