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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
Simultaneous synthesis of FLAIR and segmentation of white matter hypointensities from T1 MRIs Mauricio Orbes-Arteaga M. Jorge Cardoso Lauge Sørensen Marc Modat Sébastien Ourselin Mads Nielsen A. Pai 64 16 0 20 Aug 2018
Deep Mask For X-ray Based Heart Disease Classification Xupeng Chen Binbin Shi MedIm 28 3 0 19 Aug 2018
Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks David Tellez M. Balkenhol I. Otte-Höller Rob van de Loo R. Vogels ... S. Mol N. Karssemeijer G. Litjens J. A. van der Laak F. Ciompi 68 246 0 17 Aug 2018
Dynamic Routing on Deep Neural Network for Thoracic Disease Classification and Sensitive Area Localization Yan Shen Mingchen Gao MedIm 77 53 0 17 Aug 2018
Building medical image classifiers with very limited data using segmentation networks Ken C. L. Wong Tanveer Syeda-Mahmood Mehdi Moradi 73 66 0 15 Aug 2018
BACH: Grand Challenge on Breast Cancer Histology Images Guilherme Aresta Teresa Araújo S. Kwok Sai Saketh Chennamsetty P. MohammedSafwanK. ... L. Boulmane A. Campilho C. Eloy A. Polónia Paulo Aguiar 418 575 0 13 Aug 2018
Automatic Plaque Detection in IVOCT Pullbacks Using Convolutional Neural Networks N. Gessert Matthias Lutz Markus Heyder S. Latus D. Leistner Youssef S. Abdelwahed Alexander Schlaefer 74 91 0 13 Aug 2018
Ensemble Kalman Inversion: A Derivative-Free Technique For Machine Learning Tasks Nikola B. Kovachki Andrew M. Stuart BDL 111 139 0 10 Aug 2018
Making effective use of healthcare data using data-to-text technology Steffen Pauws Albert Gatt E. Krahmer Ehud Reiter 59 30 0 10 Aug 2018
Visualizing Convolutional Networks for MRI-based Diagnosis of Alzheimer's Disease J. Rieke Fabian Eitel M. Weygandt J. Haynes K. Ritter FAtt 70 86 0 08 Aug 2018
Skin Lesion Diagnosis using Ensembles, Unscaled Multi-Crop Evaluation and Loss Weighting N. Gessert T. Sentker F. Madesta Rüdiger Schmitz H. Kniep Ivo M. Baltruschat R. Werner Alexander Schlaefer 65 77 0 05 Aug 2018
Tumor Delineation For Brain Radiosurgery by a ConvNet and Non-Uniform Patch Generation Egor Krivov V. Kostjuchenko A. Dalechina B. Shirokikh Gleb Makarchuk A. Denisenko A. Golanov Mikhail Belyaev MedIm 43 5 0 01 Aug 2018
MoCoNet: Motion Correction in 3D MPRAGE images using a Convolutional Neural Network approach Kamlesh Pawar Zhaolin Chen N. Shah Gary F. Egan 85 20 0 29 Jul 2018
Combining Heterogeneously Labeled Datasets For Training Segmentation Networks J. Kemnitz Christian F. Baumgartner W. Wirth F. Eckstein Sebastian K. Eder E. Konukoglu 67 8 0 24 Jul 2018
Iterative Interaction Training for Segmentation Editing Networks G. Bredell C. Tanner E. Konukoglu 66 33 0 23 Jul 2018
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net Yue Zhang Wanli Chen Yifan Chen Xiaoying Tang 49 9 0 21 Jul 2018
PhaseStain: Digital staining of label-free quantitative phase microscopy images using deep learning Y. Rivenson Tairan Liu Zhensong Wei Yibo Zhang Aydogan Ozcan 57 329 0 20 Jul 2018
Capsule Networks against Medical Imaging Data Challenges Amelia Jiménez-Sánchez Shadi Albarqouni Diana Mateus MedIm 51 83 0 19 Jul 2018
3D Inception-based CNN with sMRI and MD-DTI data fusion for Alzheimer's Disease diagnostics A. Khvostikov Karim Aderghal A. Krylov G. Catheline J. Benois-Pineau MedIm 50 28 0 17 Jul 2018
Longitudinal detection of radiological abnormalities with time-modulated LSTM Ruggiero Santeramo S. Withey Giovanni Montana 63 33 0 16 Jul 2018
Uncertainty and Interpretability in Convolutional Neural Networks for Semantic Segmentation of Colorectal Polyps Kristoffer Wickstrøm Michael C. Kampffmeyer Robert Jenssen UQCV 87 77 0 16 Jul 2018
Image Classification for Arabic: Assessing the Accuracy of Direct English to Arabic Translations Abdulkareem Alsudais VLM 50 4 0 13 Jul 2018
Deep semi-supervised segmentation with weight-averaged consistency targets C. Perone Julien Cohen-Adad OOD 65 72 0 12 Jul 2018
Temporal Convolution Networks for Real-Time Abdominal Fetal Aorta Analysis with Ultrasound N. Savioli S. Visentin E. Cosmi Enrico Grisan P. Lamata Giovanni Montana MedIm 46 1 0 11 Jul 2018
ChestNet: A Deep Neural Network for Classification of Thoracic Diseases on Chest Radiography Hongyu Wang Yong-quan Xia 83 109 0 09 Jul 2018
A Weakly Supervised Adaptive DenseNet for Classifying Thoracic Diseases and Identifying Abnormalities Bo Zhou Yuemeng Li Jiangcong Wang MedIm 86 26 0 03 Jul 2018
Sample Efficient Semantic Segmentation using Rotation Equivariant Convolutional Networks J. Linmans Jim Winkens Bastiaan S. Veeling Taco S. Cohen Max Welling MedIm 90 26 0 02 Jul 2018
Leveraging Uncertainty Estimates for Predicting Segmentation Quality Terrance Devries Graham W. Taylor UQCV 125 114 0 02 Jul 2018
Leveraging Disease Progression Learning for Medical Image Recognition Qicheng Lao T. Fevens Boyu Wang MedIm 46 1 0 26 Jun 2018
Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images - A Comparison of CycleGAN and UNIT Per Welander Simon Karlsson Anders Eklund GAN MedIm 63 105 0 20 Jun 2018
Transfer Learning with Human Corneal Tissues: An Analysis of Optimal Cut-Off Layer Nadezhda Prodanova Johannes Stegmaier S. Allgeier S. Bohn O. Stachs B. Köhler Ralf Mikut A. Bartschat OOD MedIm 47 4 0 19 Jun 2018
Deconvolving convolution neural network for cell detection S. Raza K. AbdulJabbar M. Jamal-Hanjani S. Veeriah J. L. Quesne C. Swanton Yinyin Yuan 39 10 0 18 Jun 2018
MedGAN: Medical Image Translation using GANs Karim Armanious Chenming Yang Marc Fischer Thomas Kustner K. Nikolaou S. Gatidis Bin Yang GAN MedIm 88 554 0 17 Jun 2018
Hierarchical interpretations for neural network predictions Chandan Singh W. James Murdoch Bin Yu 84 146 0 14 Jun 2018
Automated Performance Assessment in Transoesophageal Echocardiography with Convolutional Neural Networks E. Mazomenos Kamakshi Bansal B. Martin Andrew Smith S. Wright Danail Stoyanov 46 6 0 13 Jun 2018
Fully Convolutional Network for Melanoma Diagnostics Adon Phillips I. Teo J. Lang MedIm 42 2 0 12 Jun 2018
Rotation Equivariant CNNs for Digital Pathology Bastiaan S. Veeling J. Linmans Jim Winkens Taco S. Cohen Max Welling 127 586 0 08 Jun 2018
Quantitative Phase Imaging and Artificial Intelligence: A Review YoungJu Jo Hyungjoon Cho Sang Yun Lee Gunho Choi Geon Kim Hyun-Seok Min Yongkeun Park 100 155 0 06 Jun 2018
MILD-Net: Minimal Information Loss Dilated Network for Gland Instance Segmentation in Colon Histology Images S. Graham Hao Chen Jevgenij Gamper Qi Dou Pheng-Ann Heng David R. J. Snead Yee Wah Tsang Nasir M. Rajpoot MedIm 91 307 0 05 Jun 2018
CFCM: Segmentation via Coarse to Fine Context Memory Fausto Milletari Nicola Rieke Maximilian Baust M. Esposito Nassir Navab 82 48 0 04 Jun 2018
Deep Multi-Structural Shape Analysis: Application to Neuroanatomy B. Gutiérrez-Becker Christian Wachinger 3DPC 49 20 0 04 Jun 2018
Respond-CAM: Analyzing Deep Models for 3D Imaging Data by Visualizations Guannan Zhao Bo Zhou Kaiwen Wang Rui Jiang Min Xu FAtt MedIm 71 48 0 31 May 2018
Modeling 4D fMRI Data via Spatio-Temporal Convolutional Neural Networks (ST-CNN) Yu Zhao Xiang Li Wei Zhang Shijie Zhao Milad Makkie Mo Zhang Quanzheng Li Tianming Liu 68 51 0 31 May 2018
The Actor Search Tree Critic (ASTC) for Off-Policy POMDP Learning in Medical Decision Making Luchen Li Matthieu Komorowski Aldo A. Faisal CML OffRL 62 19 0 29 May 2018
Robust Tumor Localization with Pyramid Grad-CAM Sungmin Lee Jangho Lee Jungbeom Lee Chul-Kee Park Sungroh Yoon MedIm 61 31 0 29 May 2018
Multi-region segmentation of bladder cancer structures in MRI with progressive dilated convolutional networks Jose Dolz Xiaopan Xu Jérôme Rony Jing Yuan Yang Liu Eric Granger Christian Desrosiers Xi Zhang Ismail Ben Ayed Hongbing Lu MedIm 85 80 0 28 May 2018
Conditional Generative Adversarial and Convolutional Networks for X-ray Breast Mass Segmentation and Shape Classification V. Singh S. Romaní Hatem A. Rashwan Farhan Akram Nidhi Pandey ... Saddam Abdulwahab Adel Saleh Miguel Arquez M. Arenas D. Puig GAN MedIm 76 47 0 25 May 2018
The Roles of Supervised Machine Learning in Systems Neuroscience Joshua I. Glaser Ari S. Benjamin Roozbeh Farhoodi Konrad Paul Kording 64 117 0 21 May 2018
Automatic segmentation of the spinal cord and intramedullary multiple sclerosis lesions with convolutional neural networks C. Gros B. Leener A. Badji J. Maranzano Dominique Eden ... J. Doyon T. Shepherd Erik Charlson S. Narayanan Julien Cohen-Adad 68 222 0 16 May 2018
Constrained-CNN losses for weakly supervised segmentation H. Kervadec Jose Dolz Meng Tang Eric Granger Yuri Boykov Ismail Ben Ayed 92 240 0 12 May 2018