A Survey on Deep Learning in Medical Image Analysis

19 February 2017

Bram van Ginneken

Papers citing "A Survey on Deep Learning in Medical Image Analysis"

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Title
A deep learning-based method for relative location prediction in CT scan images Jiajia Guo H. Du B. Qiu Xiao Liang 16 1 0 21 Nov 2017
DLTK: State of the Art Reference Implementations for Deep Learning on Medical Images Nick Pawlowski S. Ktena M. J. Lee Bernhard Kainz Daniel Rueckert Ben Glocker Martin Rajchl LM&MA MedIm 19 81 0 18 Nov 2017
Towards Automatic 3D Shape Instantiation for Deployed Stent Grafts: 2D Multiple-class and Class-imbalance Marker Segmentation with Equally-weighted Focal U-Net Xiao-Yun Zhou Su-Lin Lee Guang-Zhong Yang 3DPC 29 34 0 04 Nov 2017
Data, Depth, and Design: Learning Reliable Models for Skin Lesion Analysis Eduardo Valle Michel Fornaciali Afonso Menegola Julia Tavares F. Bittencourt Lin Tzy Li Sandra Avila 17 25 0 01 Nov 2017
Segmentation-by-Detection: A Cascade Network for Volumetric Medical Image Segmentation Min Tang Zichen Zhang Dana Cobzas Martin Jägersand Jacob L. Jaremko 37 22 0 31 Oct 2017
Deep Learning and Conditional Random Fields-based Depth Estimation and Topographical Reconstruction from Conventional Endoscopy Faisal Mahmood Nicholas J. Durr MedIm 35 142 0 30 Oct 2017
Learning to diagnose from scratch by exploiting dependencies among labels L. Yao Eric Poblenz Dmitry Dagunts Ben Covington D. Bernard Kevin Lyman 30 332 0 28 Oct 2017
Interactive Medical Image Segmentation using Deep Learning with Image-specific Fine-tuning Guotai Wang Wenqi Li Maria A. Zuluaga R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Kamiel Magda Vercauteren 41 686 0 11 Oct 2017
Reconstruction of Hidden Representation for Robust Feature Extraction Zeng Yu Tianrui Li Ning Yu Yi Pan Hongmei Chen Bing-Quan Liu 14 27 0 08 Oct 2017
Spinal cord gray matter segmentation using deep dilated convolutions C. Perone Evan Calabrese Julien Cohen-Adad MedIm 27 113 0 02 Oct 2017
Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images Heran Yang Jian Sun Huibin Li Lisheng Wang Zongben Xu 33 27 0 27 Sep 2017
Convolutional neural networks that teach microscopes how to image R. Horstmeyer Richard Y. Chen Barbara Kappes B. Judkewitz 27 58 0 21 Sep 2017
An Exploration of 2D and 3D Deep Learning Techniques for Cardiac MR Image Segmentation Christian F. Baumgartner Lisa M. Koch Marc Pollefeys E. Konukoglu 22 246 0 13 Sep 2017
Convolutional Neural Networks: Ensemble Modeling, Fine-Tuning and Unsupervised Semantic Localization for Intraoperative CLE Images Mohammadhassan Izadyyazdanabadi E. Belykh M. Mooney N. Martirosyan J. Eschbacher P. Nakaji M. Preul Yezhou Yang 11 31 0 10 Sep 2017
Machine learning methods for histopathological image analysis D. Komura S. Ishikawa 11 693 0 04 Sep 2017
Automatic Myocardial Segmentation by Using A Deep Learning Network in Cardiac MRI A. Curiale F. D. Colavecchia P. Kaluza R. Isoardi G. Mato 13 22 0 24 Aug 2017
Fast, Simple Calcium Imaging Segmentation with Fully Convolutional Networks Aleksander Klibisz Derek C. Rose Matthew R. Eicholtz J. Blundon Stanislav S Zakharenko 32 38 0 19 Jul 2017
DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation Guotai Wang Maria A. Zuluaga Wenqi Li R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Kamiel Magda Vercauteren 24 405 0 03 Jul 2017
Fast and accurate classification of echocardiograms using deep learning Ali Madani R. Arnaout M. Mofrad Rima Arnaout 21 24 0 27 Jun 2017
Automatic Emphysema Detection using Weakly Labeled HRCT Lung Images Isabel Pino Peña V. Cheplygina S. Paschaloudi Morten Vuust J. Carl U. Weinreich L. Østergaard Marleen de Bruijne 25 23 0 07 Jun 2017
EvaluationNet: Can Human Skill be Evaluated by Deep Networks? S. T. Kim Yong Man Ro 27 5 0 31 May 2017
Abnormality Detection and Localization in Chest X-Rays using Deep Convolutional Neural Networks M. Islam Md Abdul Aowal A. T. Minhaz Khalid Ashraf 38 188 0 27 May 2017
Anatomically Constrained Neural Networks (ACNN): Application to Cardiac Image Enhancement and Segmentation Ozan Oktay Enzo Ferrante Konstantinos Kamnitsas M. Heinrich Wenjia Bai ... T. Dawes D. O’Regan Bernhard Kainz Ben Glocker Daniel Rueckert 18 654 0 22 May 2017
Incremental Learning Through Deep Adaptation Amir Rosenfeld John K. Tsotsos CLL 13 275 0 11 May 2017
Context-aware stacked convolutional neural networks for classification of breast carcinomas in whole-slide histopathology images B. Bejnordi G. Zuidhof M. Balkenhol M. Hermsen P. Bult Bram van Ginneken N. Karssemeijer G. Litjens Jeroen van der Laak 37 161 0 10 May 2017
Automatic Liver Lesion Segmentation Using A Deep Convolutional Neural Network Method Xiao Han MedIm 53 155 0 24 Apr 2017
A 3D fully convolutional neural network and a random walker to segment the esophagus in CT T. Fechter S. Adebahr D. Baltas Ismail Ben Ayed Christian Desrosiers Jose Dolz 17 4 0 21 Apr 2017
Segmentation of the Proximal Femur from MR Images using Deep Convolutional Neural Networks Cem M. Deniz Siyuan Xiang S. Hallyburton A. Welbeck James S. Babb S. Honig Kyunghyun Cho G. Chang 18 147 0 20 Apr 2017
Deep Learning for Photoacoustic Tomography from Sparse Data Stephan Antholzer Markus Haltmeier Johannes Schwab 21 246 0 15 Apr 2017
Classifying Symmetrical Differences and Temporal Change in Mammography Using Deep Neural Networks Thijs Kooi N. Karssemeijer 31 48 0 22 Mar 2017
Supervised Saliency Map Driven Segmentation of the Lesions in Dermoscopic Images Mostafa Jahanifar Neda Zamani Tajeddin B. Mohammadzadeh Asl A. Gooya MedIm 24 63 0 28 Feb 2017
Transfer Learning for Domain Adaptation in MRI: Application in Brain Lesion Segmentation Mohsen Ghafoorian Alireza Mehrtash Tina Kapur N. Karssemeijer E. Marchiori ... Bram van Ginneken Andrey Fedorov Purang Abolmaesumi B. Platel W. Wells MedIm OOD 16 328 0 25 Feb 2017
Multivariate mixture model for myocardium segmentation combining multi-source images Xiahai Zhuang 35 255 0 28 Dec 2016
Optimal Surface Segmentation with Convex Priors in Irregularly Sampled Space Abhay Shah M. Abràmoff Xiaodong Wu 22 12 0 09 Nov 2016
Deep Multi-scale Location-aware 3D Convolutional Neural Networks for Automated Detection of Lacunes of Presumed Vascular Origin Mohsen Ghafoorian N. Karssemeijer Tom Heskes M. Bergkamp Joost Wissink ... K. Keizer F.‐E. Leeuw Bram van Ginneken E. Marchiori B. Platel MedIm 212 123 0 24 Oct 2016
Location Sensitive Deep Convolutional Neural Networks for Segmentation of White Matter Hyperintensities Mohsen Ghafoorian N. Karssemeijer Tom Heskes I. V. Uden C. I. Sánchez G. Litjens F.‐E. Leeuw Bram van Ginneken E. Marchiori B. Platel SSeg 19 236 0 16 Oct 2016
Towards Automated Melanoma Screening: Exploring Transfer Learning Schemes Afonso Menegola Michel Fornaciali Ramon Pires Sandra Avila Eduardo Valle MedIm 196 43 0 05 Sep 2016
Deep Active Contours Christian Rupprecht Elizabeth Huaroc Maximilian Baust Nassir Navab 205 64 0 18 Jul 2016
EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos A. P. Twinanda S. Shehata Didier Mutter J. Marescaux M. de Mathelin N. Padoy 188 842 0 09 Feb 2016
Hough-CNN: Deep Learning for Segmentation of Deep Brain Regions in MRI and Ultrasound Fausto Milletari Seyed-Ahmad Ahmadi Christine Kroll A. Plate Verena E. Rozanski ... J. Levin O. Dietrich B. Ertl-Wagner K. Boetzel Nassir Navab 200 363 0 26 Jan 2016