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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"

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Title
Automated Process Incorporating Machine Learning Segmentation and Correlation of Oral Diseases with Systemic Health Gregory Yauney Aman Rana Lawrence C. Wong Perikumar Javia A. Muftu Pratik Shah AI4CE 22 28 0 25 Oct 2018
Generative adversarial networks and adversarial methods in biomedical image analysis J. Wolterink Konstantinos Kamnitsas C. Ledig Ivana Išgum MedIm GAN 77 21 0 24 Oct 2018
Dental pathology detection in 3D cone-beam CT A. Zakirov M. Ezhov Maxim Gusarev Vladimir Alexandrovsky E. Shumilov MedIm 23 9 0 24 Oct 2018
Coarse-to-fine volumetric segmentation of teeth in Cone-Beam CT M. Ezhov A. Zakirov Maxim Gusarev 47 26 0 24 Oct 2018
AUNet: Attention-guided dense-upsampling networks for breast mass segmentation in whole mammograms Hui Sun Cheng Li Boqiang Liu Hairong Zheng David Dagan Feng Shanshan Wang 75 121 0 24 Oct 2018
End-to-End Diagnosis and Segmentation Learning from Cardiac Magnetic Resonance Imaging G. Snaauw Dong Gong Gabriel Maicas Anton Van Den Hengel W. Niessen Johan Verjans G. Carneiro 40 24 0 23 Oct 2018
Brain Tumor Image Retrieval via Multitask Learning Maxim Pisov Gleb Makarchuk V. Kostjuchenko A. Dalechina A. Golanov Mikhail Belyaev 24 7 0 22 Oct 2018
Dermatologist Level Dermoscopy Skin Cancer Classification Using Different Deep Learning Convolutional Neural Networks Algorithms Amirreza Rezvantalab H. Safigholi Somayeh Karimijeshni 59 105 0 21 Oct 2018
BCR-Net: a neural network based on the nonstandard wavelet form Yuwei Fan Cindy Orozco Bohorquez Lexing Ying 71 47 0 20 Oct 2018
Left Ventricle Segmentation via Optical-Flow-Net from Short-axis Cine MRI: Preserving the Temporal Coherence of Cardiac Motion Wenjun Yan Yuanyuan Wang Zeju Li R. Geest Qian Tao 67 40 0 20 Oct 2018
A Comparative Analysis of Registration Tools: Traditional vs Deep Learning Approach on High Resolution Tissue Cleared Data Abdullah Nazib Clinton Fookes Dimitri Perrin 49 16 0 19 Oct 2018
Strategies for Training Stain Invariant CNNs T. Lampert Odyssée Merveille J. Schmitz Germain Forestier Friedrich Feuerhake Cédric Wemmert 33 21 0 17 Oct 2018
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth Yuankai Huo Zhoubing Xu Hyeonsoo Moon Shunxing Bao A. Assad T. Moyo M. Savona R. Abramson Bennett A. Landman MedIm 148 229 0 15 Oct 2018
Refacing: reconstructing anonymized facial features using GANs David Abramian Anders Eklund PICV CVBM MedIm 61 47 0 15 Oct 2018
Channel Splitting Network for Single MR Image Super-Resolution Xiaole Zhao Yulun Zhang Zhang Tao Xueming Zou SupR 88 140 0 15 Oct 2018
Comparison-Based Convolutional Neural Networks for Cervical Cell/Clumps Detection in the Limited Data Scenario Yixiong Liang Zhihong Tang Meng Yan Jialin Chen Qing Liu Yao Xiang 130 11 0 14 Oct 2018
Embedded deep learning in ophthalmology: Making ophthalmic imaging smarter Petteri Teikari Raymond P. Najjar L. Schmetterer D. Milea MedIm 140 27 0 13 Oct 2018
Cats or CAT scans: transfer learning from natural or medical image source datasets? Veronika Cheplygina OOD MedIm 90 58 0 12 Oct 2018
A Gentle Introduction to Deep Learning in Medical Image Processing Andreas Maier Christopher Syben Tobias Lasser Christian Riess PINN 76 433 0 12 Oct 2018
Temporal Convolutional Memory Networks for Remaining Useful Life Estimation of Industrial Machinery Lahiru Jayasinghe Tharaka Samarasinghe Chau Yuen Jenny Chen Ni Low Shiping Ge 31 64 0 12 Oct 2018
$Learning Optimal Deep Projection of $^{18}$F-FDG PET Imaging for Early Differential Diagnosis of Parkinsonian Syndromes$ Learning Optimal Deep Projection of $^{18}$ F-FDG PET Imaging for Early Differential Diagnosis of Parkinsonian Syndromes Shubham Kumar Abhijit Guha Roy P. Wu Sailesh Conjeti R. Anand ... M. Schwaiger Sung-Cheng Huang Axel Rominger C. Zuo Kuangyu Shi MedIm 22 0 0 11 Oct 2018
Deep Learning for Image Denoising: A Survey Chunwei Tian Yong-mei Xu Lunke Fei Ke Yan 86 93 0 11 Oct 2018
Deep learning cardiac motion analysis for human survival prediction Ghalib A. Bello T. Dawes Jinming Duan C. Biffi A. de Marvao ... J. Gibbs M. Wilkins S. Cook Daniel Rueckert D. O’Regan MedIm 3DH 81 210 0 08 Oct 2018
Coronary Artery Centerline Extraction in Cardiac CT Angiography Using a CNN-Based Orientation Classifier J. Wolterink R. V. Hamersvelt M. Viergever T. Leiner Ivana Išgum 3DPC 54 169 0 07 Oct 2018
Extended Bit-Plane Compression for Convolutional Neural Network Accelerators Lukas Cavigelli Luca Benini 66 20 0 01 Oct 2018
Generative Adversarial Network for Medical Images (MI-GAN) Talha Iqbal Hazrat Ali GAN MedIm 83 198 0 01 Oct 2018
End-To-End Alzheimer's Disease Diagnosis and Biomarker Identification S. Esmaeilzadeh D. Belivanis K. Pohl Ehsan Adeli MedIm 82 96 0 01 Oct 2018
RCCNet: An Efficient Convolutional Neural Network for Histological Routine Colon Cancer Nuclei Classification S. H. Shabbeer Basha Soumen Ghosh Kancharagunta Kishan Babu S. Dubey Viswanath Pulabaigari Snehasis Mukherjee 100 55 0 30 Sep 2018
Multi-Level Contextual Network for Biomedical Image Segmentation Amirhossein Dadashzadeh Alireza Tavakoli Targhi SSeg MedIm 27 1 0 30 Sep 2018
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology Images Faisal Mahmood Daniel Borders Richard J. Chen Gregory N. McKay Kevan J. Salimian Alexander S. Baras Nicholas J. Durr GAN MedIm 106 289 0 29 Sep 2018
Left Ventricle Segmentation and Quantification from Cardiac Cine MR Images via Multi-task Learning Shusil Dangi Z. Yaniv Cristian A. Linte 80 24 0 26 Sep 2018
MedAL: Deep Active Learning Sampling Method for Medical Image Analysis A. Smailagic Hae Young Noh P. Costa Devesh Walawalkar Kartik Khandelwal Mostafa Mirshekari Jonathon Fagert Adrian Galdran Susu Xu 65 72 0 25 Sep 2018
Segmentation of Skin Lesions and their Attributes Using Multi-Scale Convolutional Neural Networks and Domain Specific Augmentations Mostafa Jahanifar Neda Zamani Tajeddin Navid Alemi Koohbanani A. Gooya Nasir M. Rajpoot 65 33 0 23 Sep 2018
Classifying Mammographic Breast Density by Residual Learning Jingxu Xu Cheng Li Yongjin Zhou Lisha Mou Hairong Zheng Shanshan Wang 45 11 0 21 Sep 2018
Deep Generative Classifiers for Thoracic Disease Diagnosis with Chest X-ray Images Chengsheng Mao Yiheng Pan Zexian Zeng Liang Yao Yuan Luo MedIm 71 33 0 20 Sep 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 137 1,405 0 19 Sep 2018
Albumentations: fast and flexible image augmentations A. Buslaev Alex Parinov Eugene Khvedchenya V. Iglovikov Alexandr A Kalinin 210 2,010 0 18 Sep 2018
Computer-Aided Diagnosis of Label-Free 3-D Optical Coherence Microscopy Images of Human Cervical Tissue Yutao Ma Tao Xu Xiaolei Huang Xiaofang Wang Canyu Li ... Baojin Wang Yihong Wang Zhan Zhang Xiaoan Zhang Chao Zhou 55 26 0 17 Sep 2018
Integrative Analysis of Patient Health Records and Neuroimages via Memory-based Graph Convolutional Network Xi Sheryl Zhang Jingyuan Chou Fei Wang 56 15 0 17 Sep 2018
GANs for Medical Image Analysis Salome Kazeminia Christoph Baur Arjan Kuijper Bram van Ginneken Nassir Navab Shadi Albarqouni Anirban Mukhopadhyay MedIm AI4CE 88 416 0 13 Sep 2018
Focus Group on Artificial Intelligence for Health M. Salathé Thomas Wiegand M. Wenzel AI4MH 49 31 0 13 Sep 2018
Visualizing Convolutional Neural Networks to Improve Decision Support for Skin Lesion Classification Pieter Van Molle Miguel De Strooper Tim Verbelen B. Vankeirsbilck Pieter Simoens Bart Dhoedt FAtt 61 52 0 11 Sep 2018
Normalization in Training U-Net for 2D Biomedical Semantic Segmentation Xiao-Yun Zhou Guang-Zhong Yang 105 80 0 11 Sep 2018
Deep Learning for Generic Object Detection: A Survey Li Liu Wanli Ouyang Xiaogang Wang Paul Fieguth Jie Chen Xinwang Liu M. Pietikäinen ObjD VLM OOD 249 2,469 0 06 Sep 2018
Breast Tumor Segmentation and Shape Classification in Mammograms using Generative Adversarial and Convolutional Neural Network V. Singh Hatem A. Rashwan S. Romaní Farhan Akram Nidhi Pandey ... Adel Saleh M. Arenas Miguel Arquez D. Puig J. Torrents-Barrena MedIm GAN 79 186 0 05 Sep 2018
Retinal Vessel Segmentation under Extreme Low Annotation: A Generative Adversarial Network Approach A. Lahiri V. Jain Arnab Kumar Mondal P. Biswas GAN MedIm 73 12 0 05 Sep 2018
Image-based Survival Analysis for Lung Cancer Patients using CNNs Christoph Haarburger Philippe Weitz Oliver Rippel Dorit Merhof 78 33 0 29 Aug 2018
From Hand-Crafted to Deep Learning-based Cancer Radiomics: Challenges and Opportunities Parnian Afshar Arash Mohammadi Konstantinos N. Plataniotis A. Oikonomou Habib Benali MedIm 76 209 0 23 Aug 2018
Generating Magnetic Resonance Spectroscopy Imaging Data of Brain Tumours from Linear, Non-Linear and Deep Learning Models Nathan J. Olliverre Guang Yang Greg Slabaugh C. Reyes-Aldasoro Eduardo Alonso MedIm 13 11 0 23 Aug 2018
Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images Jo Schlemper Ozan Oktay M. Schaap M. Heinrich Bernhard Kainz Ben Glocker Daniel Rueckert MedIm 117 1,488 0 22 Aug 2018