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
DeepSmartFuzzer: Reward Guided Test Generation For Deep Learning Samet Demir Hasan Ferit Eniser A. Sen AAML 11 28 0 24 Nov 2019
Reinventing 2D Convolutions for 3D Images Jiancheng Yang Xiaoyang Huang Yi He Jingwei Xu Canqian Yang Guozheng Xu Bingbing Ni 24 11 0 24 Nov 2019
Deep Learning based HEp-2 Image Classification: A Comprehensive Review Saimunur Rahman Lei Wang Changming Sun Luping Zhou VLM 22 33 0 20 Nov 2019
An Inception Inspired Deep Network to Analyse Fundus Images F. Uslu 25 1 0 20 Nov 2019
Where is the Bottleneck of Adversarial Learning with Unlabeled Data? Jingfeng Zhang Bo Han Gang Niu Tongliang Liu Masashi Sugiyama 30 6 0 20 Nov 2019
Visualization approach to assess the robustness of neural networks for medical image classification Elina Thibeau-Sutre O. Colliot Didier Dormont Ninon Burgos 25 15 0 19 Nov 2019
Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis Yifan Zhang Ying Wei P. Zhao Shuaicheng Niu Qingyao Wu Mingkui Tan Junzhou Huang OOD 28 145 0 17 Nov 2019
Sensory Optimization: Neural Networks as a Model for Understanding and Creating Art Owain Evans 17 0 0 16 Nov 2019
Deep radiomic features from MRI scans predict survival outcome of recurrent glioblastoma A. Chaddad Saima Rathore Mingli Zhang Christian Desrosiers T. Niazi 20 12 0 15 Nov 2019
Interpreting chest X-rays via CNNs that exploit hierarchical disease dependencies and uncertainty labels Hieu H. Pham T. Le Dat Q. Tran Dat Ngo H. Nguyen 30 32 0 15 Nov 2019
DARTS: DenseUnet-based Automatic Rapid Tool for brain Segmentation Aakash Kaku Chaitra V. Hegde Jeffrey R. Huang Sohae Chung X. Wang Matthew Young A. Radmanesh Yvonne W. Lui N. Razavian 20 20 0 13 Nov 2019
Exploiting Clinically Available Delineations for CNN-based Segmentation in Radiotherapy Treatment Planning Louis D. van Harten J. Wolterink Joost Verhoeff Ivana Išgum 11 2 0 12 Nov 2019
Streaming convolutional neural networks for end-to-end learning with multi-megapixel images H. Pinckaers Bram van Ginneken G. Litjens MedIm 32 94 0 11 Nov 2019
IrisNet: Deep Learning for Automatic and Real-time Tongue Contour Tracking in Ultrasound Video Data using Peripheral Vision Mohammad Mozaffari Md. Aminur Rab Ratul Won-Sook Lee 33 2 0 10 Nov 2019
Deep learning for cardiac image segmentation: A review Chen Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 64 675 0 09 Nov 2019
A multiple testing framework for diagnostic accuracy studies with co-primary endpoints Max Westphal A. Zapf W. Brannath 13 5 0 08 Nov 2019
Automatic Tip Detection of Surgical Instruments in Biportal Endoscopic Spine Surgery Sue Min Cho Young-Gon Kim Jinhoon Jeong Ho-jin Lee Namkug Kim 22 0 0 07 Nov 2019
Machine Learning Techniques for Biomedical Image Segmentation: An Overview of Technical Aspects and Introduction to State-of-Art Applications Hyunseok Seo M. B. Khuzani V. Vasudevan Charles Huang Hongyi Ren Ruoxiu Xiao Xiao Jia Lei Xing VLM 24 218 0 06 Nov 2019
Doppler Spectrum Classification with CNNs via Heatmap Location Encoding and a Multi-head Output Layer A. Gilbert M. Holden L. Eikvil Mariia Rakhmail Aleksandar Babić S. Aase E. Samset K. Mcleod 28 2 0 06 Nov 2019
Localization of Fetal Head in Ultrasound Images by Multiscale View and Deep Neural Networks Zahra Sobhaninia Ali Emami N. Karimi S. Samavi 27 29 0 03 Nov 2019
The reliability of a deep learning model in clinical out-of-distribution MRI data: a multicohort study G. Mårtensson D. Ferreira T. Granberg L. Cavallin K. Oppedal ... H. Soininen S. Lovestone A. Simmons D. Aarsland E. Westman OOD 24 136 0 01 Nov 2019
Semantic Feature Attention Network for Liver Tumor Segmentation in Large-scale CT database Yao Zhang Cheng Zhong Yang Zhang Zhongchao Shi Zhiqiang He MedIm 6 2 0 01 Nov 2019
Deep Multi-Magnification Networks for Multi-Class Breast Cancer Image Segmentation D. J. Ho D. V. K. Yarlagadda Timothy D’alfonso M. Hanna Anne Grabenstetter Peter Ntiamoah E. Brogi L. Tan Thomas J. Fuchs 18 106 0 29 Oct 2019
Towards calibrated and scalable uncertainty representations for neural networks Nabeel Seedat Christopher Kanan UQCV 42 19 0 28 Oct 2019
Deep Learning Models for Digital Pathology A. Bentaieb Ghassan Hamarneh MedIm 39 12 0 27 Oct 2019
Classification of Neurodevelopmental Age in Normal Infants Using 3D-CNN based on Brain MRI M. Shabanian E. Eckstein Hao Chen J. DeVincenzo 27 11 0 27 Oct 2019
Deep generative model-driven multimodal prostate segmentation in radiotherapy K. Girum G. Créhange Raabid Hussain P. Walker A. Lalande GAN MedIm 25 9 0 23 Oct 2019
Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon Glands H. Pinckaers G. Litjens SSeg MedIm 22 36 0 23 Oct 2019
MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning Dominik Muller Frank Kramer 28 117 0 21 Oct 2019
Automatic Lumbar Spinal CT Image Segmentation with a Dual Densely Connected U-Net He Tang Xiaobing Pei Shilong Huang Xin Li Chao Liu 27 16 0 21 Oct 2019
CAI4CAI: The Rise of Contextual Artificial Intelligence in Computer Assisted Interventions Tom Vercauteren Mathias Unberath N. Padoy Nassir Navab 24 112 0 20 Oct 2019
Attention Enriched Deep Learning Model for Breast Tumor Segmentation in Ultrasound Images Aleksandar Vakanski Min Xian Phoebe E. Freer 27 142 0 20 Oct 2019
Intracranial Hemorrhage Segmentation Using Deep Convolutional Model Murtadha D. Hssayeni M. S. M. Croock Ph. D. A. Al-Ani ... M. D. Zakaria A. Yahya M. D. Behnaz Ghoraani Ph. D OOD 19 161 0 18 Oct 2019
Deep Learning for Whole Slide Image Analysis: An Overview Dennis Núñez Ognjen Arandjelović Peter D Caie MedIm 43 267 0 18 Oct 2019
Iterative Augmentation of Visual Evidence for Weakly-Supervised Lesion Localization in Deep Interpretability Frameworks: Application to Color Fundus Images C. González-Gonzalo B. Liefers Bram van Ginneken C. I. Sánchez MedIm 40 29 0 16 Oct 2019
Deep Semantic Segmentation of Natural and Medical Images: A Review Saeid Asgari Taghanaki Kumar Abhishek Joseph Paul Cohen Julien Cohen-Adad Ghassan Hamarneh SSeg VLM 47 668 0 16 Oct 2019
Liver segmentation and metastases detection in MR images using convolutional neural networks M. J. Jansen Hugo J. Kuijf M. Niekel W. Veldhuis F. Wessels M. Viergever J. Pluim MedIm 21 36 0 15 Oct 2019
Deep Learning Based Detection and Correction of Cardiac MR Motion Artefacts During Reconstruction for High-Quality Segmentation I. Oksuz J. Clough B. Ruijsink Esther Puyol-Antón A. Bustin G. Cruz Claudia Prieto A. King Julia A. Schnabel 3DV MedIm 23 60 0 11 Oct 2019
CompareNet: Anatomical Segmentation Network with Deep Non-local Label Fusion Yuan Liang Weinan Song J. Dym Kun Wang Lei He 3DPC 31 6 0 10 Oct 2019
BIAS: Transparent reporting of biomedical image analysis challenges Lena Maier-Hein Annika Reinke Michal Kozubek Anne L. Martel Tal Arbel ... Sinan Onogur Julio Saez-Rodriguez Bram van Ginneken A. Kopp-Schneider Bennett Landman 26 103 0 09 Oct 2019
Cribriform pattern detection in prostate histopathological images using deep learning models Malay Singh E. Kalaw Jie Wang M. Al-Shabi C. Wong D. Giron K. Chong Maxine Tan Zeng Zeng H. Lee MedIm 9 8 0 09 Oct 2019
Deep Latent Defence Giulio Zizzo C. Hankin S. Maffeis K. Jones AAML 38 2 0 09 Oct 2019
REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs J. Orlando Huazhu Fu J. Barbosa-Breda K. V. Keer Deepti R. Bathula ... Fei Li Xiulan Zhang Yanwu Xu Xiulan Zhang Hrvoje Bogunović 31 610 0 08 Oct 2019
CeliacNet: Celiac Disease Severity Diagnosis on Duodenal Histopathological Images Using Deep Residual Networks R. Sali L. Ehsan Kamran Kowsari Marium N. Khan C. Moskaluk Sana Syed Donald E. Brown 24 29 0 07 Oct 2019
A Survey on Active Learning and Human-in-the-Loop Deep Learning for Medical Image Analysis Samuel Budd E. C. Robinson Bernhard Kainz LM&MA 6 471 0 07 Oct 2019
A Topological Loss Function for Deep-Learning based Image Segmentation using Persistent Homology J. Clough Nicholas Byrne Ilkay Oksuz Zhenzhong Lan Julia A. Schnabel A. King 36 219 0 04 Oct 2019
Training Multiscale-CNN for Large Microscopy Image Classification in One Hour Kushal Datta Imtiaz Hossain Sun Choi V. Saletore Kyle H. Ambert William J. Godinez Xian Zhang 14 4 0 03 Oct 2019
Deep learning tools for the measurement of animal behavior in neuroscience Mackenzie W. Mathis Alexander Mathis 3DV VLM 37 311 0 30 Sep 2019
Dual Adaptive Pyramid Network for Cross-Stain Histopathology Image Segmentation Xianxu Hou Jingxin Liu Bolei Xu Bozhi Liu Xin Chen M. Ilyas I. Ellis J. Garibaldi Guoping Qiu 25 19 0 25 Sep 2019
mustGAN: Multi-Stream Generative Adversarial Networks for MR Image Synthesis Mahmut Yurt S. Dar Aykut Erdem Erkut Erdem Tolga Çukur MedIm 38 143 0 25 Sep 2019