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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"

47 / 1,597 papers shown

Title
Deep convolutional neural networks for brain image analysis on magnetic resonance imaging: a review J. Bernal Kaisar Kushibar Daniel S. Asfaw Sergi Valverde A. Oliver Robert Martí Xavier Llado 87 353 0 11 Dec 2017
Learning to detect chest radiographs containing lung nodules using visual attention networks E. Pesce P. Ypsilantis S. Withey R. Bakewell Vicky Goh Giovanni Montana 65 109 0 04 Dec 2017
Learning Neural Markers of Schizophrenia Disorder Using Recurrent Neural Networks J. Dakka P. Bashivan Mina Gheiratmand Irina Rish S. Jha Russell Greiner 71 51 0 01 Dec 2017
Deep Learning with Permutation-invariant Operator for Multi-instance Histopathology Classification Jakub M. Tomczak Maximilian Ilse Max Welling MedIm 77 11 0 01 Dec 2017
MR image reconstruction using deep density priors K. Tezcan Christian F. Baumgartner R. Luechinger K. Pruessmann E. Konukoglu 82 139 0 30 Nov 2017
Deep learning analysis of breast MRIs for prediction of occult invasive disease in ductal carcinoma in situ Zhe Zhu Michael R. Harowicz Jun Zhang Ashirbani Saha Lars J. Grimm E. Hwang Maciej A. Mazurowski 54 44 0 28 Nov 2017
Deep Lesion Graphs in the Wild: Relationship Learning and Organization of Significant Radiology Image Findings in a Diverse Large-scale Lesion Database Ke Yan Xiaosong Wang Le Lu Ling Zhang Adam P. Harrison M. Bagheri Ronald M. Summers MedIm 123 147 0 28 Nov 2017
Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis M. Zreik Nikolas Lessmann R. V. Hamersvelt J. Wolterink M. Voskuil M. Viergever T. Leiner Ivana Išgum 68 177 0 24 Nov 2017
Unsupervised End-to-end Learning for Deformable Medical Image Registration Siyuan Shan Wen Yan Xiaoqing Guo E. Chang Yubo Fan Yan Xu MedIm 75 49 0 23 Nov 2017
Learning Deep Representations of Medical Images using Siamese CNNs with Application to Content-Based Image Retrieval Yu-An Chung W. Weng SSL MedIm 65 67 0 22 Nov 2017
Evaluate the Malignancy of Pulmonary Nodules Using the 3D Deep Leaky Noisy-or Network Fangzhou Liao Ming Liang Zhe Li Xiaolin Hu Sen Song MedIm 85 422 0 22 Nov 2017
A deep learning-based method for relative location prediction in CT scan images Jiajia Guo H. Du B. Qiu Xiao Liang 34 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 70 82 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 79 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 93 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 63 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 168 146 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 83 336 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 Vercauteren 102 693 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 51 27 0 08 Oct 2017
Spinal cord gray matter segmentation using deep dilated convolutions C. Perone Evan Calabrese Julien Cohen-Adad MedIm 65 115 0 02 Oct 2017
Neural Multi-Atlas Label Fusion: Application to Cardiac MR Images Heran Yang Jian Sun Huibin Li Lisheng Wang Zongben Xu 67 27 0 27 Sep 2017
Convolutional neural networks that teach microscopes how to image R. Horstmeyer Richard Y. Chen Barbara Kappes B. Judkewitz 130 59 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 74 248 0 13 Sep 2017
NiftyNet: a deep-learning platform for medical imaging Eli Gibson Wenqi Li Carole Sudre Lucas Fidon D. I. Shakir ... Marc Modat D. Barratt Sébastien Ourselin M. Jorge Cardoso Tom Vercauteren 100 549 0 11 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 59 31 0 10 Sep 2017
Machine learning methods for histopathological image analysis D. Komura S. Ishikawa 98 703 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 52 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 73 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 Vercauteren 97 414 0 03 Jul 2017
Fast and accurate classification of echocardiograms using deep learning Ali Madani R. Arnaout M. Mofrad Rima Arnaout 79 24 0 27 Jun 2017
Automatic Emphysema Detection using Weakly Labeled HRCT Lung Images Isabel Pino Peña Veronika Cheplygina S. Paschaloudi Morten Vuust J. Carl U. Weinreich L. Østergaard Marleen de Bruijne 45 23 0 07 Jun 2017
EvaluationNet: Can Human Skill be Evaluated by Deep Networks? S. T. Kim Yong Man Ro 49 6 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 75 189 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 90 660 0 22 May 2017
Incremental Learning Through Deep Adaptation Amir Rosenfeld John K. Tsotsos CLL 76 280 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 177 163 0 10 May 2017
Automatic Liver Lesion Segmentation Using A Deep Convolutional Neural Network Method Xiao Han MedIm 110 159 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 66 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 86 149 0 20 Apr 2017
Deep Learning for Photoacoustic Tomography from Sparse Data Stephan Antholzer Markus Haltmeier Johannes Schwab 64 249 0 15 Apr 2017
Classifying Symmetrical Differences and Temporal Change in Mammography Using Deep Neural Networks Thijs Kooi N. Karssemeijer 58 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 97 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 74 336 0 25 Feb 2017
Multivariate mixture model for myocardium segmentation combining multi-source images Xiahai Zhuang 103 264 0 28 Dec 2016
Optimal Surface Segmentation with Convex Priors in Irregularly Sampled Space Abhay Shah M. Abràmoff Xiaodong Wu 49 12 0 09 Nov 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 74 237 0 16 Oct 2016