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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 Survey on Deep Learning for Neuroimaging-based Brain Disorder Analysis Li Zhang Mingliang Wang Mingxia Liu Daoqiang Zhang 88 161 0 10 May 2020
Predicting Scores of Medical Imaging Segmentation Methods with Meta-Learning Tom van Sonsbeek Veronika Cheplygina 34 2 0 08 May 2020
Source-Relaxed Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 87 85 0 07 May 2020
Deep Learning on Point Clouds for False Positive Reduction at Nodule Detection in Chest CT Scans I. Drokin Elena Ericheva 3DPC 53 8 0 07 May 2020
Multi-task pre-training of deep neural networks for digital pathology Romain Mormont Pierre Geurts R. Marée 30 52 0 05 May 2020
On Interpretability of Deep Learning based Skin Lesion Classifiers using Concept Activation Vectors Adriano Lucieri Muhammad Naseer Bajwa S. Braun M. I. Malik Andreas Dengel Sheraz Ahmed MedIm 256 65 0 05 May 2020
AlignShift: Bridging the Gap of Imaging Thickness in 3D Anisotropic Volumes Jiancheng Yang Yi He Xiaoyang Huang Jingwei Xu X. Ye G. Tao Bingbing Ni MedIm 68 18 0 05 May 2020
VisualEchoes: Spatial Image Representation Learning through Echolocation Ruohan Gao Changan Chen Ziad Al-Halah Carl Schissler Kristen Grauman MDE SSL 244 84 0 04 May 2020
An Adaptive Enhancement Based Hybrid CNN Model for Digital Dental X-ray Positions Classification Yaqi Wang Lingling Sun Yifan Zhang Dailin Lv Zhixing Li Wuteng Qi 42 1 0 01 May 2020
Importance Driven Continual Learning for Segmentation Across Domains S. Özgün Anne-Marie Rickmann Abhijit Guha Roy Christian Wachinger OOD CLL 57 33 0 30 Apr 2020
Generative Adversarial Networks in Digital Pathology: A Survey on Trends and Future Potential M. Tschuchnig G. Oostingh M. Gadermayr MedIm AI4CE GAN 100 91 0 30 Apr 2020
An Auto-Encoder Strategy for Adaptive Image Segmentation Evan M. Yu Juan Eugenio Iglesias Adrian Dalca M. Sabuncu 43 13 0 29 Apr 2020
A deep learning-based framework for segmenting invisible clinical target volumes with estimated uncertainties for post-operative prostate cancer radiotherapy Anjali Balagopal D. Nguyen H. Morgan Yaochung Weng M. Dohopolski ... Y. Gonzalez A. Garant N. Desai R. Hannan Steve B. Jiang 48 45 0 28 Apr 2020
A scoping review of transfer learning research on medical image analysis using ImageNet M. Morid Alireza Borjali G. Fiol 99 370 0 27 Apr 2020
Joint Liver Lesion Segmentation and Classification via Transfer Learning Michal Heker H. Greenspan MedIm 113 34 0 26 Apr 2020
A Survey on Incorporating Domain Knowledge into Deep Learning for Medical Image Analysis Xiaozhen Xie J. Niu Xuefeng Liu Zhengsu Chen Shaojie Tang Shui Yu 92 15 0 25 Apr 2020
Quantifying Graft Detachment after Descemet's Membrane Endothelial Keratoplasty with Deep Convolutional Neural Networks Friso G. Heslinga M. Alberti J. Pluim J. Cabrerizo M. Veta 53 22 0 24 Apr 2020
A review: Deep learning for medical image segmentation using multi-modality fusion Tongxue Zhou S. Ruan S. Canu 99 517 0 22 Apr 2020
How to Train your DNN: The Network Operator Edition M. Chang D. Bottini Lisa Jian Pranay Kumar Aurojit Panda S. Shenker 26 1 0 21 Apr 2020
Neural Network Segmentation of Cell Ultrastructure Using Incomplete Annotation J. Francis Hongzhi Wang K. White Tanveer Syeda-Mahmood R. Stevens 39 6 0 20 Apr 2020
Pseudo-healthy synthesis with pathology disentanglement and adversarial learning Tian Xia A. Chartsias Sotirios A. Tsaftaris MedIm 58 39 0 20 Apr 2020
AI-Driven CT-based quantification, staging and short-term outcome prediction of COVID-19 pneumonia G. Chassagnon Maria Vakalopoulou Enzo Battistella Stergios Christodoulidis Trieu-Nghi Hoang-Thi ... P. Brillet Stephane Tran Ba V. Bousson M. Revel Nikos Paragios 52 32 0 20 Apr 2020
DAPnet: A Double Self-attention Convolutional Network for Point Cloud Semantic Labeling Li Chen Zewei Xu Qing Zhu Haozhe Huang Shaowen Wang Haifeng Li 3DPC 45 12 0 18 Apr 2020
A Cross-Stitch Architecture for Joint Registration and Segmentation in Adaptive Radiotherapy Laurens Beljaards Mohamed S. Elmahdy F. Verbeek Marius Staring 3DV 60 15 0 17 Apr 2020
A modified deep convolutional neural network for detecting COVID-19 and pneumonia from chest X-ray images based on the concatenation of Xception and ResNet50V2 Mohammad Rahimzadeh Abolfazl Attar 71 127 0 17 Apr 2020
Deep Neural Network for Respiratory Sound Classification in Wearable Devices Enabled by Patient Specific Model Tuning Jyotibdha Acharya A. Basu 56 161 0 16 Apr 2020
Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision H. Kervadec Jose Dolz Shanshan Wang Eric Granger Ismail Ben Ayed 94 85 0 14 Apr 2020
Weakly Supervised Deep Learning for COVID-19 Infection Detection and Classification from CT Images Shaoping Hu Yuan Gao Zhangming Niu Yinghui Jiang Lao Li ... E. Fang Wade Menpes-Smith Jun Xia Hui Ye Guang Yang 74 321 0 14 Apr 2020
Towards Robust Classification with Image Quality Assessment Yeli Feng Yiyu Cai 107 0 0 14 Apr 2020
Attend and Decode: 4D fMRI Task State Decoding Using Attention Models Sam Nguyen Brenda Ng Alan Kaplan Priyadip Ray 63 25 0 10 Apr 2020
Models Genesis Zongwei Zhou V. Sodha Jiaxuan Pang Michael B. Gotway Jianming Liang MedIm 75 33 0 09 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Neerav Karani Ertunc Erdil K. Chaitanya E. Konukoglu OOD 67 172 0 09 Apr 2020
Physics-enhanced machine learning for virtual fluorescence microscopy Colin L. Cooke Fanjie Kong A. Chaware Kevin C Zhou Kanghyun Kim Rong Xu D. Ando Samuel J. Yang P. C. Konda R. Horstmeyer AI4CE 126 17 0 09 Apr 2020
COVID_MTNet: COVID-19 Detection with Multi-Task Deep Learning Approaches Md. Zahangir Alom M. M. S. Rahman Mst Shamima Nasrin T. Taha V. Asari 60 165 0 07 Apr 2020
U-Net Using Stacked Dilated Convolutions for Medical Image Segmentation Shuhang Wang Szu-Yeu Hu Eugene Cheah Xiaohong Wang Jingchao Wang ... Qian Li Shinn-Huey S Chou C. Lehman Viksit Kumar A. Samir SSeg 51 31 0 07 Apr 2020
Automated Smartphone based System for Diagnosis of Diabetic Retinopathy Misgina Tsighe Hagos Shri Kant Surayya Ado Bala 23 6 0 07 Apr 2020
Deep learning for smart fish farming: applications, opportunities and challenges Xinting Yang Song Zhang Jintao Liu Qinfeng Gao S. Dong Chao Zhou AI4CE 94 242 0 06 Apr 2020
Interpreting Medical Image Classifiers by Optimization Based Counterfactual Impact Analysis David Major Dimitrios Lenis M. Wimmer Gert Sluiter Astrid Berg Katja Bühler FAtt 108 12 0 03 Apr 2020
Cell Segmentation by Combining Marker-Controlled Watershed and Deep Learning F. Lux P. Matula 32 24 0 03 Apr 2020
Automated Methods for Detection and Classification Pneumonia based on X-Ray Images Using Deep Learning Khalid El Asnaoui Youness Chawki A. Idri 72 211 0 31 Mar 2020
Radiologist-level stroke classification on non-contrast CT scans with Deep U-Net Manvel Avetisian V. Kokh Alexander Tuzhilin Dmitry Umerenkov 64 20 0 31 Mar 2020
Deep State Space Models for Nonlinear System Identification Daniel Gedon Niklas Wahlström Thomas B. Schon L. Ljung 71 88 0 31 Mar 2020
A Close Look at Deep Learning with Small Data Lorenzo Brigato Luca Iocchi 151 146 0 28 Mar 2020
Piecewise linear activations substantially shape the loss surfaces of neural networks Fengxiang He Bohan Wang Dacheng Tao ODL 93 30 0 27 Mar 2020
Automated Detection of Cribriform Growth Patterns in Prostate Histology Images P. Ambrosini E. Hollemans C. Kweldam G. Leenders S. Stallinga F. Vos MedIm 74 27 0 23 Mar 2020
Tune smarter not harder: A principled approach to tuning learning rates for shallow nets Thulasi Tholeti Sheetal Kalyani 49 4 0 22 Mar 2020
Quality Control of Neuron Reconstruction Based on Deep Learning Donghuan Lu Sujun Zhao Peng Xie Kai Ma Lijuan Liu Yefeng Zheng 3DV 80 0 0 19 Mar 2020
Assessing Robustness to Noise: Low-Cost Head CT Triage Sarah Hooper Jared A. Dunnmon M. Lungren S. Gambhir Christopher Ré Adam S. Wang Bhavik Patel OOD 58 4 0 17 Mar 2020
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images Cheryl Sital T. Brosch Dominique Tio A. Raaijmakers J. Weese 44 4 0 17 Mar 2020
Cytology Image Analysis Techniques Towards Automation: Systematically Revisited Shyamali Mitra N. Das Soumyajyoti Dey Sukanta Chakrabarty M. Nasipuri M. K. Naskar 46 8 0 17 Mar 2020