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 Dive into Understanding Tumor Foci Classification using Multiparametric MRI Based on Convolutional Neural Network Weiwei Zong Joon-Young Lee Chang Liu Eric N Carver A. Feldman ... Milan Pantelic D. Hearshen I. Chetty B. Movsas Ning Wen 45 12 0 29 Mar 2019
Radiological images and machine learning: trends, perspectives, and prospects Zhenwei Zhang E. Sejdić LM&MA MedIm AI4CE 26 165 0 27 Mar 2019
Scalable Deep Learning on Distributed Infrastructures: Challenges, Techniques and Tools R. Mayer Hans-Arno Jacobsen GNN 48 186 0 27 Mar 2019
Deep Co-Training for Semi-Supervised Image Segmentation Jizong Peng Guillermo Estrada M. Pedersoli Christian Desrosiers 48 179 0 27 Mar 2019
Evaluation of a deep learning system for the joint automated detection of diabetic retinopathy and age-related macular degeneration C. González-Gonzalo Verónica Sánchez-Gutiérrez Paula Hernández-Martínez I. Contreras Y. Lechanteur Artin Domanian Bram van Ginneken C. I. Sánchez MedIm 17 90 0 22 Mar 2019
Convolutional Neural Network on Semi-Regular Triangulated Meshes and its Application to Brain Image Data Chaoqiang Liu Hui Ji A. Qiu 21 1 0 21 Mar 2019
On the Robustness of Deep K-Nearest Neighbors Chawin Sitawarin David Wagner AAML OOD 13 58 0 20 Mar 2019
Efficient Smoothing of Dilated Convolutions for Image Segmentation T. Ziegler Manuel Fritsche Lorenz Kuhn Konstantin Donhauser MedIm SSeg 39 13 0 19 Mar 2019
PZnet: Efficient 3D ConvNet Inference on Manycore CPUs S. Popovych Davit Buniatyan A. Zlateski Kai Li H. S. Seung 12 8 0 18 Mar 2019
Improving Strong-Scaling of CNN Training by Exploiting Finer-Grained Parallelism Nikoli Dryden N. Maruyama Tom Benson Tim Moon M. Snir B. Van Essen 39 49 0 15 Mar 2019
The Virtual Doctor: An Interactive Artificial Intelligence based on Deep Learning for Non-Invasive Prediction of Diabetes S. Spänig A. Emberger-Klein Jan-Peter Sowa A. Canbay K. Menrad D. Heider 14 73 0 09 Mar 2019
Computer aided detection of tuberculosis on chest radiographs: An evaluation of the CAD4TB v6 system K. Murphy S. Habib S. M. Zaidi S. Khowaja A. Khan ... S. Schalekamp Maurits Verhagen R. Philipsen Annet Meijers Bram van Ginneken 29 136 0 08 Mar 2019
Deep Learning in Medical Image Registration: A Survey Grant Haskins Uwe Krüger Pingkun Yan MedIm 37 588 0 05 Mar 2019
Deep learning in bioinformatics: introduction, application, and perspective in big data era Yu Li Chao Huang Lizhong Ding Zhongxiao Li Yijie Pan Xin Gao AI4CE 29 296 0 28 Feb 2019
Diagnosis of Alzheimer's Disease via Multi-modality 3D Convolutional Neural Network Yechong Huang Jiahang Xu Lihao Liu Tong Tong Xiahai Zhuang the Alzheimer's Disease Neuroimaging Initiative MedIm 19 212 0 26 Feb 2019
A Survey of Crowdsourcing in Medical Image Analysis S. Ørting Andrew Doyle A. Hilten Matthias Hirth Oana Inel C. Madan Panagiotis Mavridis Helen Spiers Veronika Cheplygina 21 69 0 25 Feb 2019
Deep Learning in Cardiology Paschalis A. Bizopoulos D. Koutsouris MedIm 29 136 0 22 Feb 2019
DC-AL GAN: Pseudoprogression and True Tumor Progression of Glioblastoma Multiform Image Classification Based on DCGAN and AlexNet Meiyu Li Hailiang Tang M. Chan Xiaobo Zhou Xiaohua Qian MedIm AI4CE 36 51 0 16 Feb 2019
DeepFault: Fault Localization for Deep Neural Networks Hasan Ferit Eniser Simos Gerasimou A. Sen AAML 36 87 0 15 Feb 2019
Going Deep in Medical Image Analysis: Concepts, Methods, Challenges and Future Directions F. Altaf Syed Mohammed Shamsul Islam Naveed Akhtar N. Janjua OOD 40 200 0 15 Feb 2019
Unsupervised 3D End-to-End Medical Image Registration with Volume Tweening Network Shengyu Zhao Ting Fung Lau Ji Luo E. Chang Yan Xu MedIm 26 228 0 13 Feb 2019
Psi-Net: Shape and boundary aware joint multi-task deep network for medical image segmentation Balamurali Murugesan Kaushik Sarveswaran Sharath M. Shankaranarayana Keerthi Ram M. Sivaprakasam SSeg 35 142 0 11 Feb 2019
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation Nabil Ibtehaz Mohammad Sohel Rahman SSeg 25 1,612 0 11 Feb 2019
Learning From Noisy Labels By Regularized Estimation Of Annotator Confusion Ryutaro Tanno A. Saeedi S. Sankaranarayanan Daniel C. Alexander N. Silberman NoLa 32 230 0 10 Feb 2019
Fooling Neural Network Interpretations via Adversarial Model Manipulation Juyeon Heo Sunghwan Joo Taesup Moon AAML FAtt 35 201 0 06 Feb 2019
Active Image Synthesis for Efficient Labeling Jialei Chen Yujia Xie Kan Wang Chuck Zhang M. Vannan Ben Wang Z. Qian MedIm 36 11 0 05 Feb 2019
Pathologist-level classification of histologic patterns on resected lung adenocarcinoma slides with deep neural networks Jason W. Wei L. Tafe Yevgeniy A. Linnik L. Vaickus Naofumi Tomita Saeed Hassanpour MedIm 25 258 0 31 Jan 2019
Chester: A Web Delivered Locally Computed Chest X-Ray Disease Prediction System Joseph Paul Cohen Paul Bertin Vincent Frappier OOD MedIm 37 68 0 31 Jan 2019
A Convolutional Neural Network for the Automatic Diagnosis of Collagen VI related Muscular Dystrophies A. Bazaga M. Roldán C. Badosa C. Jiménez-Mallebrera J. Porta MedIm 24 5 0 30 Jan 2019
On the Effect of Low-Rank Weights on Adversarial Robustness of Neural Networks P. Langenberg E. Balda Arash Behboodi R. Mathar 19 15 0 29 Jan 2019
Automatic Whole-body Bone Age Assessment Using Deep Hierarchical Features H. Nguyen Soohyung Kim 22 3 0 29 Jan 2019
End-to-End Discriminative Deep Network for Liver Lesion Classification Francisco Perdigon Romero Andre Diler Gabriel Bisson-Gregoire Simon Turcotte R. Lapointe Franck Vandenbroucke-Menu A. Tang Samuel Kadoury MedIm 17 26 0 28 Jan 2019
A deep learning-based method for prostate segmentation in T2-weighted magnetic resonance imaging Davood Karimi Golnoosh Samei Yanan Shao Septimiu Salcudean 13 10 0 27 Jan 2019
Deep Learning on Small Datasets without Pre-Training using Cosine Loss Björn Barz Joachim Denzler 32 130 0 25 Jan 2019
Joint shape learning and segmentation for medical images using a minimalistic deep network Balamurali Murugesan Kaushik Sarveswaran Sharath M. Shankaranarayana Keerthi Ram M. Sivaprakasam SSeg MedIm 41 2 0 25 Jan 2019
Using CycleGANs for effectively reducing image variability across OCT devices and improving retinal fluid segmentation Philipp Seeböck David Romo-Bucheli S. Waldstein Hrvoje Bogunović J. Orlando Bianca S. Gerendas Georg Langs U. Schmidt-Erfurth 17 24 0 24 Jan 2019
Evolving the pulmonary nodules diagnosis from classical approaches to deep learning aided decision support: three decades development course and future prospect Bo Liu Wenhao Chi Xinran Li Peng Li W. Liang Haiping Liu Wei Wang Jianxing He 36 69 0 23 Jan 2019
Reducing the Model Variance of a Rectal Cancer Segmentation Network Joohyun Lee J. Oh Min Ju Kim B. Hur D. Sohn 27 15 0 22 Jan 2019
Prior Information Guided Regularized Deep Learning for Cell Nucleus Detection M. Tofighi Tiantong Guo Jairam K. P. Vanamala V. Monga 23 33 0 21 Jan 2019
Visualized Insights into the Optimization Landscape of Fully Convolutional Networks Jianjie Lu K. Tong 37 12 0 20 Jan 2019
Truly Generalizable Radiograph Segmentation with Conditional Domain Adaptation Hugo Oliveira E. Ferreira J. A. dos Santos MedIm 21 14 0 16 Jan 2019
Interpretable machine learning: definitions, methods, and applications W. James Murdoch Chandan Singh Karl Kumbier R. Abbasi-Asl Bin Yu XAI HAI 54 1,425 0 14 Jan 2019
Assessment of central serous chorioretinopathy (CSC) depicted on color fundus photographs using deep Learning Yi Zhen Hang Chen Xu Zhang Meng Liu Xin Meng Jian Zhang J. Pu 22 15 0 14 Jan 2019
Iterative Deep Learning Based Unbiased Stereology With Human-in-the-Loop Saeed S. Alahmari Dmitry Goldgof Lawrence Hall P. Dave H. A. Phoulady P. Mouton 20 16 0 14 Jan 2019
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 53 996 0 13 Jan 2019
Deep-learning-based identification of odontogenic keratocysts in hematoxylin- and eosin-stained jaw cyst specimens K. Sakamoto Kei-ichi Morita Tohru Ikeda Kou Kayamori MedIm 8 5 0 12 Jan 2019
Multi-Level Batch Normalization In Deep Networks For Invasive Ductal Carcinoma Cell Discrimination In Histopathology Images Francisco Perdigon Romero A. Tang Samuel Kadoury 16 18 0 11 Jan 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 49 1,481 0 10 Jan 2019
Healthy versus pathological learning transferability in shoulder muscle MRI segmentation using deep convolutional encoder-decoders Pierre-Henri Conze S. Brochard Valérie Burdin F. Sheehan C. Pons MedIm 31 47 0 06 Jan 2019
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation Shusil Dangi Cristian A. Linte Z. Yaniv 27 69 0 04 Jan 2019