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 Noise-Sensitivity-Analysis-Based Test Prioritization Technique for Deep Neural Networks Long Zhang Xuechao Sun Yong Li Zhenyu Zhang AAML 12 22 0 01 Jan 2019
Monte-Carlo Sampling applied to Multiple Instance Learning for Histological Image Classification Marc Combalia João Paulo Papa 39 81 0 30 Dec 2018
Drug cell line interaction prediction Pengfei Liu 36 115 0 28 Dec 2018
Adversarial Attack and Defense on Graph Data: A Survey Lichao Sun Yingtong Dou Carl Yang Ji Wang Yixin Liu Philip S. Yu Lifang He Yangqiu Song GNN AAML 37 276 0 26 Dec 2018
Holistic Decomposition Convolution for Effective Semantic Segmentation of 3D MR Images G. Zeng Guoyan Zheng 27 3 0 24 Dec 2018
AVRA: Automatic Visual Ratings of Atrophy from MRI images using Recurrent Convolutional Neural Networks G. Mårtensson D. Ferreira L. Cavallin J.-Sebastian Muehlboeck L. Wahlund Chunliang Wang E. Westman 40 20 0 23 Dec 2018
Computational Anatomy for Multi-Organ Analysis in Medical Imaging: A Review Juan J. Cerrolaza M. L. Picazo L. Humbert Yoshinobu Sato Daniel Rueckert M. A. G. Ballester M. Linguraru AI4CE 33 69 0 20 Dec 2018
A Tour of Unsupervised Deep Learning for Medical Image Analysis Khalid Raza N. Singh OOD MedIm 34 103 0 19 Dec 2018
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method Haruki Imai Samuel Matzek Tung D. Le Yasushi Negishi K. Kawachiya MedIm 35 10 0 19 Dec 2018
Boundary loss for highly unbalanced segmentation H. Kervadec Jihene Bouchtiba Christian Desrosiers Eric Granger Jose Dolz Ismail Ben Ayed 13 475 0 17 Dec 2018
TOP-GAN: Label-Free Cancer Cell Classification Using Deep Learning with a Small Training Set Moran Rubin Omer Stein N. Turko Y. Nygate Darina Roitshtain Lidor Karako I. Barnea Raja Giryes N. Shaked MedIm GAN 46 3 0 17 Dec 2018
Convolutional herbal prescription building method from multi-scale facial features Huiqiang Liao Guihua Wen Yang Hu Changjun Wang CVBM MedIm 25 10 0 17 Dec 2018
HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images S. Graham Q. Vu S. Raza A. Azam Yee Wah Tsang J. T. Kwak Nasir M. Rajpoot 36 1,007 0 16 Dec 2018
Automatic quantification of the LV function and mass: a deep learning approach for cardiovascular MRI A. Curiale F. D. Colavecchia G. Mato 14 32 0 14 Dec 2018
The Coherent Point Drift for Clustered Point Sets Dmitrii Lachinov Vadim Turlapov 26 0 0 14 Dec 2018
No Peek: A Survey of private distributed deep learning Praneeth Vepakomma Tristan Swedish Ramesh Raskar O. Gupta Abhimanyu Dubey SyDa FedML 35 100 0 08 Dec 2018
Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss Shuman Jia A. Despinasse Zihao Wang H. Delingette Xavier Pennec P. Jaïs H. Cochet Maxime Sermesant 26 46 0 06 Dec 2018
Cerebrovascular Network Segmentation on MRA Images with Deep Learning Pedro Sanches C. Meyer Vincent Vigon B. Naegel 37 51 0 04 Dec 2018
Feasibility of Colon Cancer Detection in Confocal Laser Microscopy Images Using Convolution Neural Networks N. Gessert L. Wittig D. Drömann T. Keck Alexander Schlaefer D. Ellebrecht 13 8 0 04 Dec 2018
Split learning for health: Distributed deep learning without sharing raw patient data Praneeth Vepakomma O. Gupta Tristan Swedish Ramesh Raskar FedML 63 693 0 03 Dec 2018
SUSAN: Segment Unannotated image Structure using Adversarial Network Fang Liu GAN MedIm 64 56 0 03 Dec 2018
A multi-task deep learning model for the classification of Age-related Macular Degeneration Qingyu Chen Yifan Peng T. Keenan S. Dharssi Elvira Agrón W. Wong E. Chew Zhiyong Lu BDL MedIm 29 45 0 02 Dec 2018
Towards Robust Lung Segmentation in Chest Radiographs with Deep Learning Jyoti Islam Yanqing Zhang OOD 12 31 0 30 Nov 2018
EV-SegNet: Semantic Segmentation for Event-based Cameras Inigo Alonso Ana C. Murillo 60 138 0 29 Nov 2018
Image Reconstruction with Predictive Filter Flow Shu Kong Charless C. Fowlkes SupR 29 13 0 28 Nov 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 27 1,620 0 25 Nov 2018
Response monitoring of breast cancer on DCE-MRI using convolutional neural network-generated seed points and constrained volume growing Bas H. M. van der Velden B. D. de Vos C. Loo Hugo J. Kuijf Ivana Isgum K. Gilhuijs 14 4 0 22 Nov 2018
Automatic Three-Dimensional Cephalometric Annotation System Using Three-Dimensional Convolutional Neural Networks S. Kang Kiwan Jeon Hak-Jin Kim J. Seo Sang-Hwy Lee 22 25 0 19 Nov 2018
Not just a matter of semantics: the relationship between visual similarity and semantic similarity C. Brust Joachim Denzler 17 9 0 17 Nov 2018
Unsupervised domain adaptation for medical imaging segmentation with self-ensembling C. Perone P. Ballester Rodrigo C. Barros Julien Cohen-Adad OOD 47 208 0 14 Nov 2018
Breast Cancer Classification from Histopathological Images with Inception Recurrent Residual Convolutional Neural Network Md. Zahangir Alom C. Yakopcic T. Taha V. Asari 13 262 0 10 Nov 2018
Intrinsic Geometric Vulnerability of High-Dimensional Artificial Intelligence Luca Bortolussi G. Sanguinetti AAML 24 4 0 08 Nov 2018
Microscopic Nuclei Classification, Segmentation and Detection with improved Deep Convolutional Neural Network (DCNN) Approaches Md. Zahangir Alom C. Yakopcic A. Nongaillard Abdelaziz Bouras 8 22 0 08 Nov 2018
Neural Image Compression for Gigapixel Histopathology Image Analysis David Tellez G. Litjens Jeroen van der Laak F. Ciompi 35 206 0 07 Nov 2018
Deep Neural Networks for ECG-free Cardiac Phase and End-Diastolic Frame Detection on Coronary Angiographies Costin Ciusdel Phi Vu Tran Andrei Puiu Lucian Itu Lucian Calmac ... Martin Berger Thomas Redel Tiziano Passerini Mehmet Gulsun Puneet Sharma MedIm 16 18 0 07 Nov 2018
Automatic Assessment of Full Left Ventricular Coverage in Cardiac Cine Magnetic Resonance Imaging with Fisher-Discriminative 3D CNN Le Zhang Ali Gooya Marco Pereañez B. Dong Stefan K. Piechnik M. Horowitz S. Petersen Alejandro F. Frangi 33 28 0 06 Nov 2018
Deep BV: A Fully Automated System for Brain Ventricle Localization and Segmentation in 3D Ultrasound Images of Embryonic Mice Andrew Straiton Hard Jack Langerman Rajiv Mathews F. Beaufays S. Augenstein D. Turnbull J. Ketterling Yao Wang 34 8 0 05 Nov 2018
RA-UNet: A hybrid deep attention-aware network to extract liver and tumor in CT scans Qiangguo Jin Zhao-Peng Meng Changming Sun Leyi Wei R. Su MedIm 56 354 0 04 Nov 2018
Deep Learning based Computer-Aided Diagnosis Systems for Diabetic Retinopathy: A Survey Norah M. Asiri M. Hussain Fadwa Al Adel Hatim Aboalsamh 25 228 0 03 Nov 2018
Ischemic Stroke Lesion Segmentation in CT Perfusion Scans using Pyramid Pooling and Focal Loss S. M. Abulnaga Jonathan Rubin 37 50 0 02 Nov 2018
Learning from Large-scale Noisy Web Data with Ubiquitous Reweighting for Image Classification Jia Li Yafei Song Jian-Qi Zhu Lele Cheng Ying Su Lin Ye P. Yuan Shumin Han NoLa 30 23 0 02 Nov 2018
Performance assessment of the deep learning technologies in grading glaucoma severity Yi Zhen Lei Wang Han Liu Jian Zhang J. Pu 16 12 0 31 Oct 2018
Multi-Task Learning for Left Atrial Segmentation on GE-MRI Chen Chen Wenjia Bai Daniel Rueckert 17 52 0 31 Oct 2018
Shape and Margin-Aware Lung Nodule Classification in Low-dose CT Images via Soft Activation Mapping Yiming Lei Yukun Tian Hongming Shan Junping Zhang Ge Wang Mannudeep K. Kalra 21 75 0 30 Oct 2018
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning Arnab Kumar Mondal Jose Dolz Christian Desrosiers GAN MedIm 48 120 0 29 Oct 2018
An Adversarial Learning Approach to Medical Image Synthesis for Lesion Detection Liyan Sun Jiexiang Wang Yue Huang Xinghao Ding H. Greenspan John Paisley GAN MedIm 17 107 0 25 Oct 2018
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 15 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 30 21 0 24 Oct 2018
Dental pathology detection in 3D cone-beam CT A. Zakirov M. Ezhov Maxim Gusarev Vladimir Alexandrovsky E. Shumilov MedIm 14 9 0 24 Oct 2018
Coarse-to-fine volumetric segmentation of teeth in Cone-Beam CT M. Ezhov A. Zakirov Maxim Gusarev 27 26 0 24 Oct 2018