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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
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 44 13 0 06 Sep 2020
Edge-variational Graph Convolutional Networks for Uncertainty-aware Disease Prediction Yongxiang Huang Albert C. S. Chung MedIm 78 64 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 157 87 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 92 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 131 20 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 21 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 185 44 0 29 Aug 2020
Human Blastocyst Classification after In Vitro Fertilization Using Deep Learning Ali Akbar Septiandri A. Jamal P. Iffanolida O. Riayati B. Wiweko 57 9 0 28 Aug 2020
Modality Attention and Sampling Enables Deep Learning with Heterogeneous Marker Combinations in Fluorescence Microscopy Alvaro Gomariz Tiziano Portenier Patrick M. Helbling S. Isringhausen U. Suessbier C. Nombela-Arrieta O. Goksel 62 13 0 27 Aug 2020
Towards Practical 2D Grapevine Bud Detection with Fully Convolutional Networks Wenceslao Villegas Marset Diego Sebastián Pérez Carlos Ariel Díaz F. Bromberg 57 1 0 27 Aug 2020
Disentangled Representations for Domain-generalized Cardiac Segmentation Xiao Liu Spyridon Thermos A. Chartsias Alison Q. OÑeil Sotirios A. Tsaftaris OOD 58 22 0 26 Aug 2020
Learning Models of Individual Behavior in Chess Reid McIlroy-Young Russell Wang S. Sen Jon M. Kleinberg Ashton Anderson 73 12 0 23 Aug 2020
Emergent symbolic language based deep medical image classification Aritra Chowdhury Alberto Santamaria-Pang James R. Kubricht Peter Tu MedIm 50 11 0 22 Aug 2020
A Survey on Assessing the Generalization Envelope of Deep Neural Networks: Predictive Uncertainty, Out-of-distribution and Adversarial Samples Julia Lust Alexandru Paul Condurache UQCV AAML AI4CE 36 8 0 21 Aug 2020
Deep Learning Methods for Lung Cancer Segmentation in Whole-slide Histopathology Images -- the ACDC@LungHP Challenge 2019 Zhang Li Jiehua Zhang T. Tan Xichao Teng Xiaoliang Sun ... P. Schüffler Qifeng Yu Hui Chen Yuling Tang G. Litjens 64 90 0 21 Aug 2020
The Homophily Principle in Social Network Analysis Kazi Zainab Khanam Gautam Srivastava Vijay K. Mago 51 18 0 21 Aug 2020
Image Segmentation of Zona-Ablated Human Blastocysts Md Yousuf Harun M. A. Rahman Joshua Mellinger Willy Chang Thomas T F Huang B. Walker Kristen Hori A. Ohta 33 4 0 19 Aug 2020
Training CNN Classifiers for Semantic Segmentation using Partially Annotated Images: with Application on Human Thigh and Calf MRI C. Wong S. Marchesseau M. Kalimeri Tiang Siew Yap Serena S. H. Teo ... C. Khoo Philip T. H. Lee M. Leow J. Totman M. Stephenson 29 0 0 16 Aug 2020
Survey of XAI in digital pathology Milda Pocevičiūtė Gabriel Eilertsen Claes Lundström 80 56 0 14 Aug 2020
Uncertainty Quantification using Variational Inference for Biomedical Image Segmentation Abhinav Sagar UQCV 61 16 0 12 Aug 2020
Enhancing Fiber Orientation Distributions using convolutional Neural Networks Oeslle Lucena S. Vos V. Vakharia J. Duncan K. Ashkan Rachel Sparks Sebastien Ourselin 35 3 0 12 Aug 2020
Bone Segmentation in Contrast Enhanced Whole-Body Computed Tomography P. Leydon M. O'Connell Derek Greene Kathleen M. Curran 47 6 0 12 Aug 2020
Deep learning for photoacoustic imaging: a survey Changchun Yang Hengrong Lan Feng Gao Fei Gao VLM MedIm 61 21 0 10 Aug 2020
Encoding Structure-Texture Relation with P-Net for Anomaly Detection in Retinal Images Kang Zhou Yuting Xiao Jianlong Yang Jun Cheng Wen Liu Weixin Luo Zaiwang Gu Jiang-Dong Liu Shenghua Gao MedIm 94 119 0 09 Aug 2020
A Review on Deep Learning Techniques for the Diagnosis of Novel Coronavirus (COVID-19) Md. Milon Islam Fakhri Karray R. Alhajj Jia Zeng 96 217 0 09 Aug 2020
Fully Automated and Standardized Segmentation of Adipose Tissue Compartments by Deep Learning in Three-dimensional Whole-body MRI of Epidemiological Cohort Studies Thomas Kustner Tobias Hepp Marc Fischer Martin Schwartz A. Fritsche ... F. Bamberg Bin Yang F. Schick S. Gatidis J. Machann 47 1 0 05 Aug 2020
Learning Interpretable Microscopic Features of Tumor by Multi-task Adversarial CNNs To Improve Generalization Mara Graziani Sebastian Otalora Stephane Marchand-Maillet Henning Muller Vincent Andrearczyk AAML MedIm 61 0 0 04 Aug 2020
State-of-the-art Techniques in Deep Edge Intelligence Ahnaf Hannan Lodhi Barış Akgün Öznur Özkasap 58 5 0 03 Aug 2020
Deep Complementary Joint Model for Complex Scene Registration and Few-shot Segmentation on Medical Images Yuting He Tiantian Li Guanyu Yang Youyong Kong Yang Chen H. Shu J. Coatrieux J. Dillenseger Shuo Li MedIm 57 26 0 03 Aug 2020
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises S. Kevin Zhou H. Greenspan Christos Davatzikos James S. Duncan Bram van Ginneken A. Madabhushi Jerry L. Prince Daniel Rueckert Ronald M. Summers 220 650 0 02 Aug 2020
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification Linchuan Xu Jun Huang Atsushi Nitanda R. Asaoka Kenji Yamanishi 36 8 0 31 Jul 2020
Black-box Adversarial Sample Generation Based on Differential Evolution Junyu Lin Lei Xu Yingqi Liu Xinming Zhang AAML 67 35 0 30 Jul 2020
EasierPath: An Open-source Tool for Human-in-the-loop Deep Learning of Renal Pathology Zheyu Zhu Yuzhe Lu Ruining Deng Haichun Yang Agnes B. Fogo Yuankai Huo MedIm 76 12 0 28 Jul 2020
Joint reconstruction and bias field correction for undersampled MR imaging Mélanie Gaillochet K. Tezcan E. Konukoglu 72 13 0 26 Jul 2020
A deep learning based multiscale approach to segment cancer area in liver whole slide image Yanbo Feng A. Hafiane H. Laurent MedIm 52 3 0 25 Jul 2020
Improved Slice-wise Tumour Detection in Brain MRIs by Computing Dissimilarities between Latent Representations Alexandra-Ioana Albu A. Enescu Luigi Malagò DRL 42 1 0 24 Jul 2020
Harnessing spatial homogeneity of neuroimaging data: patch individual filter layers for CNNs Fabian Eitel J. P. Albrecht M. Weygandt Friedemann Paul K. Ritter 59 2 0 23 Jul 2020
Privacy-preserving Artificial Intelligence Techniques in Biomedicine Reihaneh Torkzadehmahani Reza Nasirigerdeh David B. Blumenthal T. Kacprowski M. List ... Harald H. H. W. Schmidt A. Schwalber Christof Tschohl Andrea Wohner Jan Baumbach 88 60 0 22 Jul 2020
Depthwise Spatio-Temporal STFT Convolutional Neural Networks for Human Action Recognition Sudhakar Kumawat Manisha Verma Yuta Nakashima Shanmuganathan Raman 206 44 0 22 Jul 2020
CVR-Net: A deep convolutional neural network for coronavirus recognition from chest radiography images Md. Kamrul Hasan Md. Ashraful Alam M. E. Elahi Shidhartho Roy Sifat Redwan Wahid OOD 67 22 0 21 Jul 2020
Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image Segmentation B. Shirokikh A. Shevtsov Anvar Kurmukov A. Dalechina Egor Krivov V. Kostjuchenko A. Golanov Mikhail Belyaev 72 21 0 20 Jul 2020
Distractor-Aware Neuron Intrinsic Learning for Generic 2D Medical Image Classifications Lijun Gong Kai Ma Yefeng Zheng 43 14 0 20 Jul 2020
Deep Learning Based Brain Tumor Segmentation: A Survey Zhihua Liu Lei Tong Zheheng Jiang Long Chen Feixiang Zhou Qianni Zhang Xiangrong Zhang Ling Li Huiyu Zhou 3DV 110 238 0 18 Jul 2020
Contextualizing Enhances Gradient Based Meta Learning Evan Vogelbaum Rumen Dangovski L. Jing Marin Soljacic 126 3 0 17 Jul 2020
BDTF: A Blockchain-Based Data Trading Framework with Trusted Execution Environment Guoxiong Su Wenyuan Yang Zhengding Luo Yinghong Zhang Zhiqiang Bai Yuesheng Zhu 25 12 0 14 Jul 2020
Learning and Exploiting Interclass Visual Correlations for Medical Image Classification Dong Wei Shilei Cao Kai Ma Yefeng Zheng 27 4 0 13 Jul 2020
Domain aware medical image classifier interpretation by counterfactual impact analysis Dimitrios Lenis David Major M. Wimmer Astrid Berg Gert Sluiter Katja Bühler OOD MedIm 63 27 0 13 Jul 2020
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation Kang Li Shujun Wang Lequan Yu Pheng-Ann Heng 65 50 0 13 Jul 2020
MeDaS: An open-source platform as service to help break the walls between medicine and informatics Liang Zhang Johann Li Ping Li Xiaoyuan Lu Peiyi Shen Guangming Zhu Syed Afaq Ali Shah Bennamoun Kun Qian Björn W. Schuller MedIm 67 6 0 12 Jul 2020
Deep Learning-Based Regression and Classification for Automatic Landmark Localization in Medical Images Julia M. H. Noothout B. D. de Vos J. Wolterink E. Postma P. Smeets R. Takx T. Leiner M. Viergever Ivana Išgum 71 85 0 10 Jul 2020