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 Recurrent CNN for Automatic Detection and Classification of Coronary Artery Plaque and Stenosis in Coronary CT Angiography M. Zreik R. V. van Hamersvelt J. Wolterink T. Leiner M. Viergever Ivana Isgum 14 217 0 12 Apr 2018
Plaque Classification in Coronary Arteries from IVOCT Images Using Convolutional Neural Networks and Transfer Learning N. Gessert Markus Heyder S. Latus Matthias Lutz Alexander Schlaefer 9 11 0 11 Apr 2018
Impact of ultrasound image reconstruction method on breast lesion classification with neural transfer learning Michal Byra T. Sznajder Danijel Koržinek H. Piotrzkowska-Wróblewska K. Dobruch-Sobczak A. Nowicki K. Marasek 6 9 0 06 Apr 2018
Towards radiologist-level cancer risk assessment in CT lung screening using deep learning S. Trajanovski Dimitrios Mavroeidis C. Swisher B. Gebre Bastiaan S. Veeling ... C. Wald Brady J. McKee Sebastian Flacke H. MacMahon H. Pien 21 51 0 05 Apr 2018
Semi-Supervised Deep Metrics for Image Registration A. Sedghi Jie Luo Alireza Mehrtash S. Pieper C. Tempany Tina Kapur P. Mousavi W. Wells 13 20 0 04 Apr 2018
Towards whole-body CT Bone Segmentation André Klein J. Warszawski J. Hillengass Klaus H. Maier-Hein 25 9 0 03 Apr 2018
Multi-modal Disease Classification in Incomplete Datasets Using Geometric Matrix Completion G. Vivar A. Zwergal Nassir Navab Seyed-Ahmad Ahmadi 19 23 0 30 Mar 2018
Classification of crystallization outcomes using deep convolutional neural networks Andrew E. Bruno P. Charbonneau J. Newman E. Snell David R. So Vincent Vanhoucke Christopher J. Watkins Shawn Williams Julie Wilson 11 67 0 27 Mar 2018
Multiple Sclerosis Lesion Segmentation from Brain MRI via Fully Convolutional Neural Networks Snehashis Roy J. Butman Daniel Reich P. Calabresi D. L. Pham MedIm 16 86 0 24 Mar 2018
Real-time Deep Pose Estimation with Geodesic Loss for Image-to-Template Rigid Registration Seyed Sadegh Mohseni Salehi Shadab Khan Deniz Erdogmus Ali Gholipour 3DH MedIm 11 103 0 15 Mar 2018
Computer-aided diagnosis of lung carcinoma using deep learning - a pilot study Zhang Li Zheyu Hu Jiaolong Xu T. Tan Hui Chen ... G. Cai Q. Ouyang Yuling Tang G. Litjens Qiang Li 23 31 0 14 Mar 2018
Development and Validation of Deep Learning Algorithms for Detection of Critical Findings in Head CT Scans Sasank Chilamkurthy Rohit Ghosh Swetha Tanamala Mustafa Biviji N. Campeau V. Venugopal V. Mahajan Pooja Rao Prashant Warier 13 103 0 13 Mar 2018
Replication study: Development and validation of deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs M. Voets Kajsa Møllersen L. A. Bongo 22 175 0 12 Mar 2018
A Deep Learning Approach for Pose Estimation from Volumetric OCT Data N. Gessert M. Schlüter Alexander Schlaefer 27 30 0 10 Mar 2018
Efficient and Accurate MRI Super-Resolution using a Generative Adversarial Network and 3D Multi-Level Densely Connected Network Yuhua Chen Feng Shi A. Christodoulou Zhengwei Zhou Yibin Xie Debiao Li MedIm 14 304 0 04 Mar 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 38 1,547 0 03 Mar 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches Md. Zahangir Alom T. Taha C. Yakopcic Stefan Westberg P. Sidike Mst Shamima Nasrin B. Van Essen A. Awwal V. Asari VLM 29 873 0 03 Mar 2018
Bioinformatics and Medicine in the Era of Deep Learning D. Bacciu P. Lisboa José D. Martín R. Stoean A. Vellido AI4CE BDL 33 17 0 27 Feb 2018
i3PosNet: Instrument Pose Estimation from X-Ray in temporal bone surgery David Kügler Jannik Sehring A. Stefanov I. Stenin J. Kristin T. Klenzner J. Schipper Anirban Mukhopadhyay 21 35 0 26 Feb 2018
Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation Md. Zahangir Alom Mahmudul Hasan C. Yakopcic T. Taha V. Asari SSeg 42 1,003 0 20 Feb 2018
Bridging Cognitive Programs and Machine Learning Amir Rosenfeld John K. Tsotsos HAI 33 1 0 16 Feb 2018
Attention-based Deep Multiple Instance Learning Maximilian Ilse Jakub M. Tomczak Max Welling 78 1,753 0 13 Feb 2018
Tubule segmentation of fluorescence microscopy images based on convolutional neural networks with inhomogeneity correction Soonam Lee Chichen Fu P. Salama K. Dunn Edward J. Delp 8 13 0 10 Feb 2018
Deep learning in radiology: an overview of the concepts and a survey of the state of the art Maciej Mazurowski Mateusz Buda Ashirbani Saha Mustafa R. Bashir MedIm AI4CE 21 429 0 10 Feb 2018
Multiparametric Deep Learning Tissue Signatures for a Radiological Biomarker of Breast Cancer: Preliminary Results V. Parekh K. Macura S. Harvey I. Kamel R. Khouli D. Bluemke M. Jacobs MedIm 29 35 0 10 Feb 2018
Effective Quantization Approaches for Recurrent Neural Networks Md. Zahangir Alom A. Moody N. Maruyama B. Van Essen T. Taha MQ 8 33 0 07 Feb 2018
Active, Continual Fine Tuning of Convolutional Neural Networks for Reducing Annotation Efforts Zongwei Zhou Jae Y. Shin S. Gurudu Michael B. Gotway Jianming Liang MedIm 28 10 0 03 Feb 2018
Classification and Disease Localization in Histopathology Using Only Global Labels: A Weakly-Supervised Approach P. Courtiol Eric W. Tramel Marc Sanselme G. Wainrib 26 116 0 01 Feb 2018
Diagnose like a Radiologist: Attention Guided Convolutional Neural Network for Thorax Disease Classification Q. Guan Yaping Huang Zhun Zhong Zhedong Zheng Liang Zheng Yi Yang 10 258 0 30 Jan 2018
Deep Learning in Pharmacogenomics: From Gene Regulation to Patient Stratification Alexandr A Kalinin Gerald A. Higgins Narathip Reamaroon S. M. Reza Soroushmehr Ari Allyn-Feuer I. Dinov Kayvan Najarian B. Athey OOD 36 122 0 25 Jan 2018
Automatic construction of Chinese herbal prescription from tongue image via CNNs and auxiliary latent therapy topics Yang Hu Guihua Wen Huiqiang Liao Changjun Wang Dan Dai Zhiwen Yu LM&MA MedIm 19 42 0 23 Jan 2018
Three Dimensional Fluorescence Microscopy Image Synthesis and Segmentation Chichen Fu Soonam Lee D. J. Ho Shuo Han P. Salama K. Dunn Edward J. Delp 3DV MedIm 14 63 0 22 Jan 2018
Quantitative analysis of patch-based fully convolutional neural networks for tissue segmentation on brain magnetic resonance imaging J. Bernal Kaisar Kushibar Mariano Cabezas Sergi Valverde A. Oliver Xavier Llado 3DV 19 38 0 19 Jan 2018
Student Beats the Teacher: Deep Neural Networks for Lateral Ventricles Segmentation in Brain MR Mohsen Ghafoorian Jonas Teuwen R. Manniesing F.‐E. Leeuw Bram van Ginneken N. Karssemeijer B. Platel 31 17 0 15 Jan 2018
Deep convolutional neural networks for segmenting 3D in vivo multiphoton images of vasculature in Alzheimer disease mouse models Mohammad Haft-Javaherian Linjing Fang V. Muse C. Schaffer N. Nishimura M. Sabuncu 39 72 0 03 Jan 2018
Dense Pooling layers in Fully Convolutional Network for Skin Lesion Segmentation E. Nasr-Esfahani Shima Rafiee Mohammad Jafari N. Karimi J. Wrobel S. M. Reza Soroushmehr S. Samavi Kayvan Najarian MedIm SSeg 17 16 0 29 Dec 2017
First Draft on the xInf Model for Universal Physical Computation and Reverse Engineering of Natural Intelligence Hongbo Jia AI4CE AILaw 17 0 0 26 Dec 2017
Automatic segmentation method of pelvic floor levator hiatus in ultrasound using a self-normalising neural network E. Bonmati Yipeng Hu Nikhil Sindhwani H. Dietz Jan D'hooge D. Barratt Jan Deprest Tom Kamiel Magda Vercauteren 29 30 0 18 Dec 2017
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation Jose Dolz Christian Desrosiers Li Wang Jing Yuan D. Shen Ismail Ben Ayed 3DV 48 113 0 14 Dec 2017
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 22 349 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 18 105 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 24 49 0 01 Dec 2017
Deep Learning with Permutation-invariant Operator for Multi-instance Histopathology Classification Jakub M. Tomczak Maximilian Ilse Max Welling MedIm 20 11 0 01 Dec 2017
MR image reconstruction using deep density priors K. Tezcan Christian F. Baumgartner R. Luechinger K. Pruessmann E. Konukoglu 21 135 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 Mazurowski 20 42 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 30 142 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 22 173 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 27 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 32 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 27 417 0 22 Nov 2017