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
Towards Maximizing the Representation Gap between In-Domain & Out-of-Distribution Examples Jay Nandy Wynne Hsu Mong Li Lee UQCV 24 60 0 20 Oct 2020
Multiclass Wound Image Classification using an Ensemble Deep CNN-based Classifier Behrouz Rostami D. Anisuzzaman Chuanbo Wang Sandeep Gopalakrishnan J. Niezgoda Zeyun Yu 34 72 0 19 Oct 2020
Weakly-supervised Learning For Catheter Segmentation in 3D Frustum Ultrasound Hongxu Yang Caifeng Shan Alexander F. Kolen Peter H. N. de With 16 13 0 19 Oct 2020
QReLU and m-QReLU: Two novel quantum activation functions to aid medical diagnostics Luca Parisi D. Neagu R. Ma F. Campean MedIm 16 48 0 15 Oct 2020
Exploring Flip Flop memories and beyond: training recurrent neural networks with key insights C. Jarne 13 0 0 15 Oct 2020
Deep Learning in Ultrasound Elastography Imaging Hongliang Li Manish Bhatt Zhen Qu Shiming Zhang Martin C. Hartel A. Khademhosseini G. Cloutier 22 0 0 14 Oct 2020
SAR: Scale-Aware Restoration Learning for 3D Tumor Segmentation Xiaoman Zhang Shixiang Feng Yuhang Zhou Ya Zhang Yanfeng Wang 19 17 0 13 Oct 2020
Fully Automatic Wound Segmentation with Deep Convolutional Neural Networks Chuanbo Wang D. Anisuzzaman Victor Williamson M. K. Dhar Behrouz Rostami J. Niezgoda Sandeep Gopalakrishnan Zeyun Yu 30 149 0 12 Oct 2020
An Encoder-Decoder CNN for Hair Removal in Dermoscopic Images Lidia Talavera-Martínez P. Bibiloni Manuel González Hidalgo MedIm 4 4 0 10 Oct 2020
Deep Active Learning for Joint Classification & Segmentation with Weak Annotator Soufiane Belharbi Ismail Ben Ayed Luke McCaffrey Eric Granger VLM 23 30 0 10 Oct 2020
Explaining Clinical Decision Support Systems in Medical Imaging using Cycle-Consistent Activation Maximization Alexander Katzmann O. Taubmann Stephen Ahmad Alexander Muhlberg M. Sühling H. Groß MedIm 21 19 0 09 Oct 2020
pymia: A Python package for data handling and evaluation in deep learning-based medical image analysis Alain Jungo Olivier Scheidegger Mauricio Reyes F. Balsiger 4 38 0 07 Oct 2020
Deep learning models for predictive maintenance: a survey, comparison, challenges and prospect O. Serradilla E. Zugasti Urko Zurutuza AI4CE 14 18 0 07 Oct 2020
Neurodevelopmental Age Estimation of Infants Using a 3D-Convolutional Neural Network Model based on Fusion MRI Sequences M. Shabanian A. Siddiqui H. Chen J. DeVincenzo 19 0 0 07 Oct 2020
Contrastive Cross-Modal Pre-Training: A General Strategy for Small Sample Medical Imaging G. Liang Connor Greenwell Yu Zhang Xiaoqin Wang Ramakanth Kavuluru Nathan Jacobs 42 21 0 06 Oct 2020
Fast Mesh Data Augmentation via Chebyshev Polynomial of Spectral filtering Shih-Gu Huang M. Chung A. Qiu Alzheimer's Disease Neuroimaging Initiative OOD MedIm 20 11 0 06 Oct 2020
KiU-Net: Overcomplete Convolutional Architectures for Biomedical Image and Volumetric Segmentation Jeya Maria Jose Valanarasu Vishwanath A. Sindagi Ilker Hacihaliloglu Vishal M. Patel SSeg 29 167 0 04 Oct 2020
Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation Kang Li Lequan Yu Shujun Wang Pheng-Ann Heng 36 103 0 04 Oct 2020
Deep Expectation-Maximization for Semi-Supervised Lung Cancer Screening Sumeet Menon David Chapman Phuong Nguyen Yelena Yesha Michael Morris Babak Saboury MedIm 43 7 0 02 Oct 2020
Discriminative and Generative Models for Anatomical Shape Analysison Point Clouds with Deep Neural Networks B. Gutiérrez-Becker Ignacio Sarasua Christian Wachinger 3DPC MedIm 29 13 0 02 Oct 2020
Automatic Deep Learning System for COVID-19 Infection Quantification in chest CT O. Alirr OOD 18 19 0 01 Oct 2020
Medical Imaging and Computational Image Analysis in COVID-19 Diagnosis: A Review Shahabedin Nabavi Azar Ejmalian M. Moghaddam A. A. Abin Alejandro F. Frangi M. Mohammadi H. S. Rad 21 34 0 01 Oct 2020
Spectral Decomposition in Deep Networks for Segmentation of Dynamic Medical Images Edgar A. Rios Piedra Morteza Mardani Frank Ong Ukash Nakarmi Joseph Y. Cheng S. Vasanawala 10 0 0 30 Sep 2020
A Comprehensive Review for MRF and CRF Approaches in Pathology Image Analysis Yixin Li Chen Li Xiaoyan Li Kai Wang M. Rahaman Changhao Sun Hao Chen Xinran Wu Hong-Yu Zhang Qian Wang MedIm 12 51 0 29 Sep 2020
A Comprehensive Survey of Machine Learning Applied to Radar Signal Processing Ping Lang Xiongjun Fu M. Martorella Jian Dong Rui Qin Xianpeng Meng M. Xie 26 39 0 29 Sep 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng A. Nandi SSeg OOD 38 544 0 28 Sep 2020
Locally orderless tensor networks for classifying two- and three-dimensional medical images Raghavendra Selvan S. Orting Erik Dam 26 6 0 25 Sep 2020
A Unifying Review of Deep and Shallow Anomaly Detection Lukas Ruff Jacob R. Kauffmann Robert A. Vandermeulen G. Montavon Wojciech Samek Marius Kloft Thomas G. Dietterich Klaus-Robert Muller UQCV 27 782 0 24 Sep 2020
A deep learning pipeline for identification of motor units in musculoskeletal ultrasound Hazrat Ali Johannes Umander R. Rohlén C. Grönlund MedIm 12 13 0 23 Sep 2020
CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation Ran Gu Guotai Wang Tao Song Rui Huang Michael Aertsen Jan Deprest Sébastien Ourselin Tom Kamiel Magda Vercauteren Shaoting Zhang SSeg 42 457 0 22 Sep 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 44 79 0 17 Sep 2020
Deep Sinogram Completion with Image Prior for Metal Artifact Reduction in CT Images Lequan Yu Zhicheng Zhang Xuelong Li Lei Xing MedIm 25 110 0 16 Sep 2020
Image Based Artificial Intelligence in Wound Assessment: A Systematic Review D. Anisuzzaman Chuanbo Wang Behrouz Rostami Sandeep Gopalakrishnan J. Niezgoda Zeyun Yu 28 63 0 15 Sep 2020
Multi-structure bone segmentation in pediatric MR images with combined regularization from shape priors and adversarial network Arnaud Boutillon Bhushan S Borotikar Valérie Burdin Pierre-Henri Conze MedIm 23 18 0 15 Sep 2020
Synthesizing brain tumor images and annotations by combining progressive growing GAN and SPADE Mehdi Foroozandeh Anders Eklund GAN MedIm 32 17 0 13 Sep 2020
MeLIME: Meaningful Local Explanation for Machine Learning Models T. Botari Frederik Hvilshoj Rafael Izbicki A. Carvalho AAML FAtt 35 16 0 12 Sep 2020
3D Reconstruction and Segmentation of Dissection Photographs for MRI-free Neuropathology Henry F. J. Tregidgo Adrià Casamitjana Caitlin S. Latimer Mitchell D Kilgore Eleanor D. Robinson ... Bruce Fischl Adrian Dalca C. M. Donald Dirk C. Keene Juan Eugenio Iglesias 49 6 0 11 Sep 2020
A Survey on Data Pricing: from Economics to Data Science J. Pei 28 116 0 09 Sep 2020
Anonymization of labeled TOF-MRA images for brain vessel segmentation using generative adversarial networks Tabea Kossen Pooja Subramaniam V. Madai A. Hennemuth Kristian Hildebrand ... Michelle Livne Ivana Galinovic Ahmed A. Khalil J. Fiebach D. Frey MedIm 21 0 0 09 Sep 2020
Neural-PDE: A RNN based neural network for solving time dependent PDEs Yihao Hu Tong Zhao Shixin Xú Zhiliang Xu Lizhen Lin AIMat AI4TS AI4CE 18 9 0 08 Sep 2020
Adversarial Machine Learning in Image Classification: A Survey Towards the Defender's Perspective G. R. Machado Eugênio Silva R. Goldschmidt AAML 33 157 0 08 Sep 2020
Deep Learning and Reinforcement Learning for Autonomous Unmanned Aerial Systems: Roadmap for Theory to Deployment Jithin Jagannath Anu Jagannath Sean Furman Tyler Gwin 27 25 0 07 Sep 2020
Localization and classification of intracranialhemorrhages in CT data Jakub Nemček Roman Jakubicek Jiri Chmelik 24 5 0 07 Sep 2020
The 2ST-UNet for Pneumothorax Segmentation in Chest X-Rays using ResNet34 as a Backbone for U-Net Ayat Abedalla Malak Abdullah M. Al-Ayyoub E. Benkhelifa 30 13 0 06 Sep 2020
Edge-variational Graph Convolutional Networks for Uncertainty-aware Disease Prediction Yongxiang Huang Albert C. S. Chung MedIm 19 61 0 06 Sep 2020
Learning from Multiple Datasets with Heterogeneous and Partial Labels for Universal Lesion Detection in CT K. Yan Jinzheng Cai Youjing Zheng Adam P. Harrison D. Jin Youbao Tang Yuxing Tang Lingyun Huang Jing Xiao Le Lu 47 84 0 05 Sep 2020
Aggregating Long-Term Context for Learning Laparoscopic and Robot-Assisted Surgical Workflows Yutong Ban Guy Rosman Thomas M. Ward Daniel A. Hashimoto Taisei Kondo Hidekazu Iwaki O. Meireles Daniela Rus 33 19 0 01 Sep 2020
Deep Volumetric Universal Lesion Detection using Light-Weight Pseudo 3D Convolution and Surface Point Regression Jinzheng Cai K. Yan Chi-Tung Cheng Jing Xiao Chien-Hung Liao Le Lu Adam P. Harrison 3DPC MedIm 49 19 0 30 Aug 2020
An automatic framework for fusing information from differently stained consecutive digital whole slide images: A case study in renal histology Odyssée Merveille T. Lampert J. Schmitz Germain Forestier Friedrich Feuerhake Cédric Wemmert 11 0 0 29 Aug 2020
Puzzle-AE: Novelty Detection in Images through Solving Puzzles Mohammadreza Salehi Ainaz Eftekhar Niousha Sadjadi M. Rohban Hamid R. Rabiee AAML 22 43 0 29 Aug 2020