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
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 22 17 0 05 May 2020
VisualEchoes: Spatial Image Representation Learning through Echolocation Ruohan Gao Changan Chen Ziad Al-Halah Carl Schissler Kristen Grauman MDE SSL 171 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 21 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 14 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 21 88 0 30 Apr 2020
An Auto-Encoder Strategy for Adaptive Image Segmentation Evan M. Yu Juan Eugenio Iglesias Adrian Dalca M. Sabuncu 31 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 11 44 0 28 Apr 2020
A scoping review of transfer learning research on medical image analysis using ImageNet M. Morid Alireza Borjali G. Fiol 33 363 0 27 Apr 2020
Joint Liver Lesion Segmentation and Classification via Transfer Learning Michal Heker H. Greenspan MedIm 29 32 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 22 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 8 22 0 24 Apr 2020
A review: Deep learning for medical image segmentation using multi-modality fusion Tongxue Zhou S. Ruan S. Canu 29 505 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 13 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 18 5 0 20 Apr 2020
Pseudo-healthy synthesis with pathology disentanglement and adversarial learning Tian Xia A. Chartsias Sotirios A. Tsaftaris MedIm 14 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 14 33 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 27 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 36 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 19 128 0 17 Apr 2020
Deep Neural Network for Respiratory Sound Classification in Wearable Devices Enabled by Patient Specific Model Tuning Jyotibdha Acharya A. Basu 27 157 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 22 84 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 24 318 0 14 Apr 2020
Towards Robust Classification with Image Quality Assessment Yeli Feng Yiyu Cai 19 0 0 14 Apr 2020
Attend and Decode: 4D fMRI Task State Decoding Using Attention Models Sam Nguyen Brenda Ng Alan Kaplan Priyadip Ray 4 23 0 10 Apr 2020
Models Genesis Zongwei Zhou V. Sodha Jiaxuan Pang Michael B. Gotway Jianming Liang MedIm 31 28 0 09 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Neerav Karani Ertunc Erdil K. Chaitanya E. Konukoglu OOD 23 163 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 30 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 12 163 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 30 29 0 07 Apr 2020
Automated Smartphone based System for Diagnosis of Diabetic Retinopathy Misgina Tsighe Hagos Shri Kant Surayya Ado Bala 6 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 37 234 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 32 12 0 03 Apr 2020
Cell Segmentation by Combining Marker-Controlled Watershed and Deep Learning F. Lux P. Matula 20 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 16 210 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 27 20 0 31 Mar 2020
Deep State Space Models for Nonlinear System Identification Daniel Gedon Niklas Wahlström Thomas B. Schon L. Ljung 26 84 0 31 Mar 2020
A Close Look at Deep Learning with Small Data Lorenzo Brigato Luca Iocchi 24 139 0 28 Mar 2020
Piecewise linear activations substantially shape the loss surfaces of neural networks Fengxiang He Bohan Wang Dacheng Tao ODL 36 28 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 23 26 0 23 Mar 2020
Tune smarter not harder: A principled approach to tuning learning rates for shallow nets Thulasi Tholeti Sheetal Kalyani 21 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 25 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 27 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 27 3 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 30 8 0 17 Mar 2020
Mix-n-Match: Ensemble and Compositional Methods for Uncertainty Calibration in Deep Learning Jize Zhang B. Kailkhura T. Y. Han UQCV 30 219 0 16 Mar 2020
Building and Interpreting Deep Similarity Models Oliver Eberle Jochen Büttner Florian Kräutli K. Müller Matteo Valleriani G. Montavon 20 57 0 11 Mar 2020
SOS: Selective Objective Switch for Rapid Immunofluorescence Whole Slide Image Classification Sam Maksoud Kun-li Zhao Peter Hobson A. Jennings Brian C. Lovell 20 29 0 11 Mar 2020
Deep learning approach for breast cancer diagnosis E. Rashed S. A. E. Seoud AI4CE 14 25 0 10 Mar 2020
Automatic segmentation of spinal multiple sclerosis lesions: How to generalize across MRI contrasts? Olivier Vincent C. Gros Joseph Paul Cohen Julien Cohen-Adad 29 5 0 09 Mar 2020
An Hybrid Method for the Estimation of the Breast Mechanical Parameters Diogo Lopes A. Fernandes S. Clain 19 0 0 09 Mar 2020