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
Multi-scale fully convolutional neural networks for histopathology image segmentation: from nuclear aberrations to the global tissue architecture Rüdiger Schmitz F. Madesta M. Nielsen Jenny Krause R. Werner T. Rösch MedIm AI4CE 28 85 0 24 Sep 2019
Automatic Mouse Embryo Brain Ventricle & Body Segmentation and Mutant Classification From Ultrasound Data Using Deep Learning Ziming Qiu N. Nair Jack Langerman O. Aristizábal J. Mamou D. Turnbull J. Ketterling Yao Wang 6 3 0 23 Sep 2019
Deep Local Global Refinement Network for Stent Analysis in IVOCT Images Yuyu Guo 3DV 13 6 0 23 Sep 2019
Genetic Neural Architecture Search for automatic assessment of human sperm images Erfan Miahi Seyed Abolghasem Mirroshandel Alexis Nasr 19 29 0 20 Sep 2019
Representation Learning for Electronic Health Records W. Weng Peter Szolovits 36 19 0 19 Sep 2019
Multimodal Multitask Representation Learning for Pathology Biobank Metadata Prediction W. Weng Yuannan Cai Angela Lin Fraser Tan Po-Hsuan Cameron Chen 24 18 0 17 Sep 2019
The impact of patient clinical information on automated skin cancer detection André G. C. Pacheco R. Krohling 27 154 0 16 Sep 2019
Meta-neural-network for Realtime and Passive Deep-learning-based Object Recognition Jingkai Weng Yu-jiang Ding Chengbo Hu Xue‐Feng Zhu B. Liang Jing Yang Jian-chun Cheng ObjD 26 63 0 16 Sep 2019
A superpixel-driven deep learning approach for the analysis of dermatological wounds G. Blanco A. J. Traina C. Traina P. M. A. Marques A. E. Jorge Daniel de Oliveira M. Bedo 16 43 0 13 Sep 2019
Center-Extraction-Based Three Dimensional Nuclei Instance Segmentation of Fluorescence Microscopy Images D. J. Ho Shuo Han Chichen Fu P. Salama K. Dunn Edward J. Delp MedIm 34 6 0 13 Sep 2019
Perceptual Image Anomaly Detection Nina Tuluptceva Bart Bakker Irina Fedulova Anton Konushin 12 5 0 12 Sep 2019
CEREBRUM: a fast and fully-volumetric Convolutional Encoder-decodeR for weakly-supervised sEgmentation of BRain strUctures from out-of-the-scanner MRI Dennis Bontempi Sergio Benini A. Signoroni M. Svanera L. Muckli 3DV 18 27 0 11 Sep 2019
Skin cancer detection based on deep learning and entropy to detect outlier samples André G. C. Pacheco Abder-Rahman Ali Thomas Trappenberg 39 43 0 10 Sep 2019
Privacy-Net: An Adversarial Approach for Identity-Obfuscated Segmentation of Medical Images B. Kim Jose Dolz Pierre-Marc Jodoin Christian Desrosiers 27 29 0 09 Sep 2019
Deep Weakly-Supervised Learning Methods for Classification and Localization in Histology Images: A Survey Jérôme Rony Soufiane Belharbi Jose Dolz Ismail Ben Ayed Luke McCaffrey Eric Granger 34 70 0 08 Sep 2019
Intensity augmentation for domain transfer of whole breast segmentation in MRI L. Hesse Grey Kuling M. Veta Anne L. Martel 25 5 0 05 Sep 2019
CT Data Curation for Liver Patients: Phase Recognition in Dynamic Contrast-Enhanced CT Bo Zhou Adam P. Harrison Jiawen Yao Chi-Tung Cheng Jing Xiao Chien-Hung Liao Le Lu 31 11 0 05 Sep 2019
Self-Attentive Adversarial Stain Normalization A. Shrivastava W. Adorno Yash Sharma L. Ehsan S. A. Ali S. Moore B. Amadi P. Kelly Sana Syed Donald E. Brown MedIm 14 23 0 04 Sep 2019
Random Error Sampling-based Recurrent Neural Network Architecture Optimization Andrés Camero J. Toutouh Enrique Alba 14 16 0 04 Sep 2019
Can we trust deep learning models diagnosis? The impact of domain shift in chest radiograph classification E. Pooch P. Ballester Rodrigo C. Barros OOD 43 121 0 03 Sep 2019
Embedding Symbolic Knowledge into Deep Networks Yaqi Xie Ziwei Xu Mohan Kankanhalli Kuldeep S. Meel Harold Soh NAI GNN 27 96 0 03 Sep 2019
A Tool for Super-Resolving Multimodal Clinical MRI Mikael Brudfors Yael Balbastre P. Nachev John Ashburner 19 11 0 03 Sep 2019
Kidney tumor segmentation using an ensembling multi-stage deep learning approach. A contribution to the KiTS19 challenge Gianmarco Santini Noémie Moreau M. Rubeaux 11 31 0 02 Sep 2019
DeepHealth: Review and challenges of artificial intelligence in health informatics Gloria Hyunjung Kwak Pan Hui SyDa 33 26 0 01 Sep 2019
Automatic Detection of Bowel Disease with Residual Networks R. Holland U. Patel P. Lung E. Chotzoglou Bernhard Kainz 12 4 0 31 Aug 2019
Fetal Ultrasound Image Segmentation for Measuring Biometric Parameters Using Multi-Task Deep Learning Zahra Sobhaninia Shima Rafiei Ali Emami N. Karimi Kayvan Najarian S. Samavi S. M. Reza Soroushmehr 8 101 0 31 Aug 2019
Imbalance Problems in Object Detection: A Review Kemal Oksuz Baris Can Cam Sinan Kalkan Emre Akbas ObjD 39 458 0 31 Aug 2019
EBPC: Extended Bit-Plane Compression for Deep Neural Network Inference and Training Accelerators Lukas Cavigelli Georg Rutishauser Luca Benini MQ 6 34 0 30 Aug 2019
DeepDistance: A Multi-task Deep Regression Model for Cell Detection in Inverted Microscopy Images C. Koyuncu G. N. Gunesli R. Cetin-Atalay Cigdem Demir 25 25 0 29 Aug 2019
Metric-based Regularization and Temporal Ensemble for Multi-task Learning using Heterogeneous Unsupervised Tasks D. Kim Seung Hyun Lee B. Song 33 3 0 29 Aug 2019
Distributed Deep Learning for Precipitation Nowcasting S. Samsi Christopher J. Mattioli Mark S. Veillette 35 23 0 28 Aug 2019
O-MedAL: Online Active Deep Learning for Medical Image Analysis A. Smailagic P. Costa Alex Gaudio Kartik Khandelwal Mostafa Mirshekari ... Susu Xu Adrian Galdran Pei Zhang A. Campilho Hae Young Noh FedML MedIm 28 37 0 28 Aug 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 38 752 0 27 Aug 2019
Extending TensorFlow's Semantics with Pipelined Execution S. Whitlock James R. Larus Edouard Bugnion 17 1 0 25 Aug 2019
Representation Learning with Autoencoders for Electronic Health Records: A Comparative Study Najibesadat Sadati Milad Zafar Nezhad R. Chinnam D. Zhu BDL OOD 24 16 0 24 Aug 2019
Cephalometric Landmark Detection by AttentiveFeature Pyramid Fusion and Regression-Voting Runnan Chen Yuexin Ma Nenglun Chen Daniel Lee Wenping Wang 36 84 0 23 Aug 2019
Feature Learning to Automatically Assess Radiographic Knee Osteoarthritis Severity Joseph Antony Kevin McGuinness Kieran Moran Noel E. O'Connor 18 7 0 23 Aug 2019
Parkinson's Disease Recognition Using SPECT Image and Interpretable AI: A Tutorial T. Pianpanit Sermkiat Lolak Phattarapong Sawangjai Ekapol Chuangsuwanich Theerawit Wilaiprasitporn 21 3 0 23 Aug 2019
Optimal input configuration of dynamic contrast enhanced MRI in convolutional neural networks for liver segmentation M. J. Jansen Hugo J. Kuijf J. Pluim 16 3 0 22 Aug 2019
Dataset Growth in Medical Image Analysis Research Y. Landau N. Kiryati OOD 18 30 0 21 Aug 2019
A unified representation network for segmentation with missing modalities Kenneth Lau J. Adler Jens Sjölund 14 24 0 19 Aug 2019
Discretely-constrained deep network for weakly supervised segmentation Jizong Peng H. Kervadec Jose Dolz Ismail Ben Ayed M. Pedersoli Christian Desrosiers 20 31 0 15 Aug 2019
A deep learning model for segmentation of geographic atrophy to study its long-term natural history B. Liefers J. Colijn C. González-Gonzalo T. Verzijden P. Mitchell C. Hoyng Bram van Ginneken C. Klaver C. I. Sánchez 11 57 0 15 Aug 2019
Resolving challenges in deep learning-based analyses of histopathological images using explanation methods Miriam Hagele P. Seegerer Sebastian Lapuschkin M. Bockmayr Wojciech Samek Frederick Klauschen K. Müller Alexander Binder 24 160 0 15 Aug 2019
Bayesian Generative Models for Knowledge Transfer in MRI Semantic Segmentation Problems Anna Kuzina Evgenii Egorov Evgeny Burnaev MedIm 34 19 0 15 Aug 2019
Graph Convolutional Networks for Coronary Artery Segmentation in Cardiac CT Angiography J. Wolterink T. Leiner Ivana Išgum 25 63 0 14 Aug 2019
Automatic detection and diagnosis of sacroiliitis in CT scans as incidental findings Yigal Shenkman Bilal Qutteineh Leo Joskowicz Adi Szeskin Y. Azraq Arnaldo Mayer I. Eshed 18 22 0 14 Aug 2019
A Research Framework for Virtual Reality Neurosurgery Based on Open-Source Tools L. Fiederer Hisham Alwanni M. Völker O. Schnell J. Beck T. Ball 14 5 0 14 Aug 2019
Generalizing Deep Whole Brain Segmentation for Pediatric and Post-Contrast MRI with Augmented Transfer Learning Camilo Bermudez J. Blaber Samuel W. Remedios Jess E. Reynolds C. Lebel M. McHugo S. Heckers Yuankai Huo Bennett A. Landman 13 8 0 13 Aug 2019
Deep Learning-Based Quantification of Pulmonary Hemosiderophages in Cytology Slides Christian Marzahl Marc Aubreville C. Bertram J. Stayt A. Jasensky ... Prathmesh Madhu J. Voigt Jenny Hill R. Klopfleisch Andreas Maier 14 46 0 12 Aug 2019