Mathias Prokop

Orcid: 0000-0001-8157-8055

According to our database1, Mathias Prokop authored at least 48 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Online presence:

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Bibliography

2024
Explainable machine learning model based on clinical factors for predicting the disappearance of indeterminate pulmonary nodules.
Comput. Biol. Medicine, February, 2024

2023
Transfer learning from a sparsely annotated dataset of 3D medical images.
CoRR, 2023

Kidney abnormality segmentation in thorax-abdomen CT scans.
CoRR, 2023

2021
Automated Estimation of Total Lung Volume using Chest Radiographs and Deep Learning.
CoRR, 2021

2020
Stacked Bidirectional Convolutional LSTMs for Deriving 3D Non-Contrast CT From Spatiotemporal 4D CT.
IEEE Trans. Medical Imaging, 2020

Image-level detection of arterial occlusions in 4D-CTA of acute stroke patients using deep learning.
Medical Image Anal., 2020

2019
Image Level Training and Prediction: Intracranial Hemorrhage Identification in 3D Non-Contrast CT.
IEEE Access, 2019

2018
Quantitative CT based radiomics as predictor of resectability of pancreatic adenocarcinoma.
Proceedings of the Medical Imaging 2018: Computer-Aided Diagnosis, 2018

2017
Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: The LUNA16 challenge.
Medical Image Anal., 2017

Robust cranial cavity segmentation in CT and CT perfusion images of trauma and suspected stroke patients.
Medical Image Anal., 2017

Automatic cerebrospinal fluid segmentation in non-contrast CT images using a 3D convolutional network.
Proceedings of the Medical Imaging 2017: Computer-Aided Diagnosis, 2017

2016
Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: the LUNA16 challenge.
CoRR, 2016

Towards automatic pulmonary nodule management in lung cancer screening with deep learning.
CoRR, 2016

Lung iodine mapping by subtraction with image registration allowing for tissue sliding.
Proceedings of the Medical Imaging 2016: Image Processing, 2016

2015
Bag-of-Frequencies: A Descriptor of Pulmonary Nodules in Computed Tomography Images.
IEEE Trans. Medical Imaging, 2015

Automatic classification of pulmonary peri-fissural nodules in computed tomography using an ensemble of 2D views and a convolutional neural network out-of-the-box.
Medical Image Anal., 2015

Automatic detection of spiculation of pulmonary nodules in computed tomography images.
Proceedings of the Medical Imaging 2015: Computer-Aided Diagnosis, 2015

2014
Automatic detection of subsolid pulmonary nodules in thoracic computed tomography images.
Medical Image Anal., 2014

Computed tomography lung iodine contrast mapping by image registration and subtraction.
Proceedings of the Medical Imaging 2014: Image Processing, 2014

Using the Fourth Dimension to Distinguish Between Structures for Anisotropic Diffusion Filtering in 4D CT Perfusion Scans.
Proceedings of the Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data, 2014

Automated detection and quantification of micronodules in thoracic CT scans to identify subjects at risk for silicosis.
Proceedings of the Medical Imaging 2014: Computer-Aided Diagnosis, 2014

2013
A pattern recognition framework for vessel segmentation in 4D CT of the brain.
Proceedings of the Medical Imaging 2013: Image Processing, 2013

Automated artery and vein detection in 4D-CT data with an unsupervised classification algorithm of the time intensity curves.
Proceedings of the Medical Imaging 2013: Image Processing, 2013

2012
Extraction of Airways From CT (EXACT'09).
IEEE Trans. Medical Imaging, 2012

Automatic Coronary Calcium Scoring in Low-Dose Chest Computed Tomography.
IEEE Trans. Medical Imaging, 2012

Brain tissue segmentation in 4D CT using voxel classification.
Proceedings of the Medical Imaging 2012: Image Processing, 2012

2011
On Combining Computer-Aided Detection Systems.
IEEE Trans. Medical Imaging, 2011

2010
Automatic Segmentation of Pulmonary Lobes Robust Against Incomplete Fissures.
IEEE Trans. Medical Imaging, 2010

Comparing and combining algorithms for computer-aided detection of pulmonary nodules in computed tomography scans: The ANODE09 study.
Medical Image Anal., 2010

Noise filtering in thin-slice 4D cerebral CT perfusion scans.
Proceedings of the Medical Imaging 2010: Image Processing, 2010

Interactive annotation of textures in thoracic CT scans.
Proceedings of the Medical Imaging 2010: Computer-Aided Diagnosis, 2010

Automatic coronary calcium scoring in low-dose non-ECG-synchronized thoracic CT scans.
Proceedings of the Medical Imaging 2010: Computer-Aided Diagnosis, 2010

Cardiac left atrium CT image segmentation for ablation guidance.
Proceedings of the 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2010

2009
Automatic Segmentation of Pulmonary Segments From Volumetric Chest CT Scans.
IEEE Trans. Medical Imaging, 2009

Multi-Atlas-Based Segmentation With Local Decision Fusion - Application to Cardiac and Aortic Segmentation in CT Scans.
IEEE Trans. Medical Imaging, 2009

A large-scale evaluation of automatic pulmonary nodule detection in chest CT using local image features and k-nearest-neighbour classification.
Medical Image Anal., 2009

Segmentation of arteries and veins on 4D CT perfusion scans for constructing arteriograms and venograms.
Proceedings of the Medical Imaging 2009: Image Processing, 2009

Automatic Segmentation of the Pulmonary Lobes from Fissures, Airways, and Lung Borders: Evaluation of Robustness against Missing Data.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2009

2008
Fast Noise Reduction in Computed Tomography for Improved 3-D Visualization.
IEEE Trans. Medical Imaging, 2008

Supervised Enhancement Filters: Application to Fissure Detection in Chest CT Scans.
IEEE Trans. Medical Imaging, 2008

Automated detection of nodules attached to the pleural and mediastinal surface in low-dose CT scans.
Proceedings of the Medical Imaging 2008: Computer-Aided Diagnosis, 2008

2007
Automated detection of pulmonary nodules from low-dose computed tomography scans using a two-stage classification system based on local image features.
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007

2006
Computer analysis of computed tomography scans of the lung: a survey.
IEEE Trans. Medical Imaging, 2006

Local noise weighted filtering for emphysema scoring of low-dose CT images.
IEEE Trans. Medical Imaging, 2006

Improved classification of pulmonary nodules by automated detection of benign subpleural lymph nodes.
Proceedings of the 2006 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2006

2005
Toward Automated Segmentation of the Pathological Lung in CT.
IEEE Trans. Medical Imaging, 2005

Local noise reduction for emphysema scoring in low-dose CT images.
Proceedings of the Medical Imaging 2005: Image Processing, 2005

2004
A Pattern Recognition Approach to Automated Coronary Calcium Scoring.
Proceedings of the 17th International Conference on Pattern Recognition, 2004


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