Balint Antal

Machine Learning Scientist specializing in biotech and medtech applications

Research Expertise

Image processing
Machine learning
Data mining
Data Science

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Publications

An Ensemble-Based System for Microaneurysm Detection and Diabetic Retinopathy Grading
IEEE Transactions on Biomedical Engineering
2012
An ensemble-based system for automatic screening of diabetic retinopathy
Knowledge-Based Systems
2014
Image Data Resource: a bioimage data integration and publication platform
Nature Methods
2017
Improving microaneurysm detection using an optimally selected subset of candidate extractors and preprocessing methods
Pattern Recognition
2012
Automatic exudate detection with improved Naïve-bayes classifier
2012 25th IEEE International Symposium on Computer-Based Medical Systems (CBMS)
2012
Improving microaneurysm detection in color fundus images by using context-aware approaches
Computerized Medical Imaging and Graphics
2013
A multi-level ensemble-based system for detecting microaneurysms in fundus images
4th International Workshop on Soft Computing Applications
2010
Image database clustering to improve exudate detection in color fundus images
2013 8th International Symposium on Image and Signal Processing and Analysis (ISPA)
2013
A two-phase decision support framework for the automatic screening of digital fundus images
Journal of Computational Science
2012
Evaluation of the grading performance of an ensemble-based microaneurysm detector
2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society
2011
A Stochastic Approach to Improve Macula Detection in Retinal Images
Acta Cybernetica
2011
Mineotaur: a tool for high-content microscopy screen sharing and visual analytics
Genome Biology
2015
An ensemble-based microaneurysm detector for retinal images
2011 18th IEEE International Conference on Image Processing
2011
An adaptive weighting approach for ensemble-based detection of microaneurysms in color fundus images
2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society
2012
Automatic 3D Point Set Reconstruction from Stereo Laparoscopic Images using Deep Neural Networks
Proceedings of the 6th International Joint Conference on Pervasive and Embedded Computing and Communication Systems
2016
An Unsupervised Ensemble-based Markov Random Field Approach to Microscope Cell Image Segmentation
Proceedings of the 10th International Conference on Signal Processing and Multimedia Applications and 10th International Conference on Wireless Information Networks and Systems
2013
An Ensemble Approach to Improve Microaneurysm Candidate Extraction
Communications in Computer and Information Science
2012
Automated analysis of radiology images using Convolutional Neural Networks
2019 11th International Symposium on Image and Signal Processing and Analysis (ISPA)
2019
Image database clustering to improve microaneurysm detection in color fundus images
2012 25th IEEE International Symposium on Computer-Based Medical Systems (CBMS)
2012
A prefiltering approach for an automatic screening system
2009 IEEE International Symposium on Intelligent Signal Processing
2009
AN OPTIMAL VOTING SCHEME FOR MICROANEURYSM CANDIDATE EXTRACTORS USING SIMULATED ANNEALING
Proceedings of the International Conference on Signal Processing and Multimedia Applications
2010
Publisher Correction: Image Data Resource: a bioimage data integration and publication platform
Nature Methods
2018
Classifier ensemble creation via false labelling
Knowledge-Based Systems
2015
Evaluation of preprocessing methods for microaneurysm detection
2013 8th International Symposium on Image and Signal Processing and Analysis (ISPA)
2013
Distributed processing of biological interactions using Hadoop
2015 6th IEEE International Conference on Cognitive Infocommunications (CogInfoCom)
2015
A TWO-PHASE PRE-FILTERING APPROACH TO THE AUTOMATIC SCREENING OF DIGITAL FUNDUS IMAGES
Proceedings of the International Conference on Signal Processing and Multimedia Applications
2010
Data analysis applied to diabetic retinopathy screening: Performance evaluation
Annales Mathematicae et Informaticae
2018
Predicting machine’s performance data using the stacked long short-term memory (LSTM) neural networks
Unknown Venue
2021
2012 Index IEEE Transactions on Biomedical Engineering Vol. 59
IEEE Transactions on Biomedical Engineering
2012
Methods for Medical Decision Making
Medical Decision Making
1992
Diabetic retinopathy screening with computational support
Acta Ophthalmologica
2011
On multidimensional item response theory – a coordinate free approach
Electronic Journal of Statistics
2007
Alcaraz, José Antonio
Oxford Music Online
2001

Education

University of Debrecen

Ph. D., Computer Science / March, 2013

Debrecen

Experience

Broad Institute of MIT and Harvard

Apriori Bio (Flagship Pioneering)

University of Cambridge

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