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"

50 / 1,596 papers shown

Title
A Survey on Biomedical Image Captioning Vasiliki Kougia John Pavlopoulos Ion Androutsopoulos MedIm 27 80 0 26 May 2019
LapTool-Net: A Contextual Detector of Surgical Tools in Laparoscopic Videos Based on Recurrent Convolutional Neural Networks Babak Namazi G. Sankaranarayanan V. Devarajan 35 13 0 22 May 2019
Decoding the Rejuvenating Effects of Mechanical Loading on Skeletal Maturation using in Vivo Imaging and Deep Learning Pouyan Asgharzadeh Oliver Röhrle B. Willie A. Birkhold AI4CE 6 8 0 20 May 2019
Deep Transfer Learning Methods for Colon Cancer Classification in Confocal Laser Microscopy Images N. Gessert M. Bengs L. Wittig D. Drömann T. Keck Alexander Schlaefer D. Ellebrecht 38 31 0 20 May 2019
Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees Summer Devlin Chandan Singh W. James Murdoch Bin Yu FAtt 19 14 0 18 May 2019
Optimizing Sequential Medical Treatments with Auto-Encoding Heuristic Search in POMDPs Luchen Li Matthieu Komorowski Aldo A. Faisal OffRL 29 13 0 17 May 2019
Transfer Learning based Detection of Diabetic Retinopathy from Small Dataset Misgina Tsighe Hagos Shri Kant 11 85 0 17 May 2019
Dealing with Label Scarcity in Computational Pathology: A Use Case in Prostate Cancer Classification K. Dercksen W. Bulten G. Litjens 11 8 0 16 May 2019
BiRA-Net: Bilinear Attention Net for Diabetic Retinopathy Grading Ziyuan Zhao Kerui Zhang Xuejie Hao Jing Tian M. Chua Li Chen Xin Xu 29 69 0 15 May 2019
Breast Tumor Classification and Segmentation using Convolutional Neural Networks Parvin Yousefikamal 13 7 0 10 May 2019
T-Net: Nested encoder-decoder architecture for the main vessel segmentation in coronary angiography Tae Joon Jun Jihoon Kweon Young-Hak Kim Daeyoung Kim MedIm 12 2 0 10 May 2019
A Survey on Deep Learning-based Non-Invasive Brain Signals:Recent Advances and New Frontiers Xiang Zhang Lina Yao Xianzhi Wang Jessica J. M. Monaghan David Mcalpine Yu Zhang 3DV 33 140 0 10 May 2019
Skin Lesion Classification Using CNNs with Patch-Based Attention and Diagnosis-Guided Loss Weighting N. Gessert T. Sentker F. Madesta Rüdiger Schmitz H. Kniep Ivo M. Baltruschat R. Werner Alexander Schlaefer 27 118 0 07 May 2019
Efficient Neural Architecture Search on Low-Dimensional Data for OCT Image Segmentation N. Gessert Alexander Schlaefer 30 5 0 07 May 2019
Better the Devil you Know: An Analysis of Evasion Attacks using Out-of-Distribution Adversarial Examples Vikash Sehwag A. Bhagoji Liwei Song Chawin Sitawarin Daniel Cullina M. Chiang Prateek Mittal OODD 41 26 0 05 May 2019
Deep Learning in Alzheimer's disease: Diagnostic Classification and Prognostic Prediction using Neuroimaging Data T. Jo K. Nho A. Saykin 30 503 0 02 May 2019
POBA-GA: Perturbation Optimized Black-Box Adversarial Attacks via Genetic Algorithm Jinyin Chen Mengmeng Su Shijing Shen Hui Xiong Haibin Zheng AAML 27 67 0 01 May 2019
Solo or Ensemble? Choosing a CNN Architecture for Melanoma Classification Fábio Perez Sandra Avila Eduardo Valle 17 56 0 29 Apr 2019
Non-Local Context Encoder: Robust Biomedical Image Segmentation against Adversarial Attacks Xiang He Sibei Yang Linchao Zhu Haofeng Li Huiyou Chang Yizhou Yu 13 62 0 27 Apr 2019
Interactive user interface based on Convolutional Auto-encoders for annotating CT-scans Martin Längkvist J. Widell P. Thunberg Amy Loutfi M. Lidén 4 3 0 26 Apr 2019
Weakly Supervised Instance Learning for Thyroid Malignancy Prediction from Whole Slide Cytopathology Images D. Dov S. Kovalsky Serge Assaad Jonathan Cohen D. Range Ricardo Henao Lawrence Carin 49 10 0 26 Apr 2019
Bayesian Generative Active Deep Learning Toan M. Tran Thanh-Toan Do Ian Reid G. Carneiro 27 136 0 26 Apr 2019
Improved visible to IR image transformation using synthetic data augmentation with cycle-consistent adversarial networks Kyongsik Yun Kevin Yu Joseph Osborne S. Eldin Luan Nguyen Alexander Huyen Thomas Lu GAN 19 19 0 25 Apr 2019
The utility of a convolutional neural network for generating a myelin volume index map from rapid simultaneous relaxometry imaging Y. Tachibana A. Hagiwara M. Hori J. Kershaw M. Nakazawa ... K. Yokoyama N. Hattori S. Aoki T. Higashi T. Obata 11 3 0 24 Apr 2019
Computer-aided diagnosis in histopathological images of the endometrium using a convolutional neural network and attention mechanisms Hao Sun Xianxu Zeng Tao Xu G. Peng Yutao Ma 39 91 0 24 Apr 2019
Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural Networks Davood Karimi Septimiu E. Salcudean MedIm 37 393 0 22 Apr 2019
Advanced Deep Convolutional Neural Network Approaches for Digital Pathology Image Analysis: a comprehensive evaluation with different use cases Md. Zahangir Alom Theus H. Aspiras T. Taha V. Asari T. Bowen D. Billiter Simon Arkell 30 32 0 19 Apr 2019
Three dimensional blind image deconvolution for fluorescence microscopy using generative adversarial networks Soonam Lee Shuo Han P. Salama K. Dunn Edward J. Delp MedIm 20 17 0 19 Apr 2019
Uncovering convolutional neural network decisions for diagnosing multiple sclerosis on conventional MRI using layer-wise relevance propagation Fabian Eitel Emily Soehler J. Bellmann-Strobl A. Brandt K. Ruprecht ... M. Weygandt J. Haynes M. Scheel Friedemann Paul K. Ritter 27 131 0 18 Apr 2019
Examining the Capability of GANs to Replace Real Biomedical Images in Classification Models Training V. Kovalev Siarhei Kazlouski MedIm GAN 15 10 0 18 Apr 2019
DeepAtlas: Joint Semi-Supervised Learning of Image Registration and Segmentation Zhenlin Xu Marc Niethammer SSeg 20 157 0 17 Apr 2019
USE-Net: incorporating Squeeze-and-Excitation blocks into U-Net for prostate zonal segmentation of multi-institutional MRI datasets L. Rundo Changhee Han Yudai Nagano Jin Zhang Ryuichiro Hataya ... M. Gilardi Salvatore Vitabile G. Mauri Hideki Nakayama P. Cazzaniga 13 231 0 17 Apr 2019
Histopathologic Image Processing: A Review Jonathan de Matos A. Britto L. S. Oliveira Alessandro Lameiras Koerich 12 25 0 16 Apr 2019
Influence of Control Parameters and the Size of Biomedical Image Datasets on the Success of Adversarial Attacks V. Kovalev D. Voynov AAML MedIm 25 6 0 15 Apr 2019
Prior-aware Neural Network for Partially-Supervised Multi-Organ Segmentation Yuyin Zhou Zhe Li S. Bai Chong Wang Xinlei Chen Mei Han Elliot K. Fishman Alan Yuille 24 175 0 12 Apr 2019
Diagnosis of Celiac Disease and Environmental Enteropathy on Biopsy Images Using Color Balancing on Convolutional Neural Networks Kamran Kowsari R. Sali Marium N. Khan W. Adorno S. A. Ali S. Moore B. Amadi P. Kelly Sana Syed Donald E. Brown 30 15 0 10 Apr 2019
Curriculum semi-supervised segmentation H. Kervadec Jose Dolz Eric Granger Ismail Ben Ayed 24 81 0 10 Apr 2019
Holistic and Comprehensive Annotation of Clinically Significant Findings on Diverse CT Images: Learning from Radiology Reports and Label Ontology Ke Yan Yifan Peng V. Sandfort M. Bagheri Zhiyong Lu Ronald M. Summers MedIm 27 68 0 09 Apr 2019
Constrained Deep Networks: Lagrangian Optimization via Log-Barrier Extensions H. Kervadec Jose Dolz Jing Yuan Christian Desrosiers Eric Granger Ismail Ben Ayed 6 55 0 08 Apr 2019
From Patch to Image Segmentation using Fully Convolutional Networks -- Application to Retinal Images Taibou Birgui Sekou Moncef Hidane Julien Olivier H. Cardot MedIm 24 33 0 08 Apr 2019
Assessment of Faster R-CNN in Man-Machine collaborative search Arturo Deza A. Surana Miguel P. Eckstein OOD 29 7 0 04 Apr 2019
On Direct Distribution Matching for Adapting Segmentation Networks Georg Pichler Jose Dolz Ismail Ben Ayed Pablo Piantanida OOD 20 3 0 04 Apr 2019
Clinically Accurate Chest X-Ray Report Generation Guanxiong Liu T. Hsu Matthew B. A. McDermott Willie Boag W. Weng Peter Szolovits Marzyeh Ghassemi MedIm 44 272 0 04 Apr 2019
Improved Inference via Deep Input Transfer Saeid Asgari Taghanaki Kumar Abhishek Ghassan Hamarneh SSeg 21 7 0 04 Apr 2019
Why ResNet Works? Residuals Generalize Fengxiang He Tongliang Liu Dacheng Tao 21 244 0 02 Apr 2019
Spatio-Temporal Deep Learning-Based Undersampling Artefact Reduction for 2D Radial Cine MRI with Limited Data A. Kofler M. Dewey T. Schaeffter Christian Wald C. Kolbitsch 3DPC 27 74 0 01 Apr 2019
Standardized Assessment of Automatic Segmentation of White Matter Hyperintensities and Results of the WMH Segmentation Challenge Hugo J. Kuijf J. M. Biesbroek J. de Bresser R. Heinen Simon Andermatt ... Christopher P L H Chen W. M. van der Flier F. Barkhof M. Viergever G. Biessels 26 251 0 01 Apr 2019
Thyroid Cancer Malignancy Prediction From Whole Slide Cytopathology Images D. Dov S. Kovalsky Jonathan Cohen D. Range Ricardo Henao Lawrence Carin MedIm 12 29 0 29 Mar 2019
Adversarial Robustness vs Model Compression, or Both? Shaokai Ye Kaidi Xu Sijia Liu Jan-Henrik Lambrechts Huan Zhang Aojun Zhou Kaisheng Ma Yanzhi Wang Xue Lin AAML 25 164 0 29 Mar 2019
A Deep Dive into Understanding Tumor Foci Classification using Multiparametric MRI Based on Convolutional Neural Network Weiwei Zong Joon-Young Lee Chang Liu Eric N Carver A. Feldman ... Milan Pantelic D. Hearshen I. Chetty B. Movsas Ning Wen 45 12 0 29 Mar 2019