Balint Antal
Machine Learning Scientist specializing in biotech and medtech applications
Research Expertise
Publications
An Ensemble-Based System for Microaneurysm Detection and Diabetic Retinopathy Grading
IEEE Transactions on Biomedical Engineering / Jun 01, 2012
Antal, B., & Hajdu, A. (2012). An Ensemble-Based System for Microaneurysm Detection and Diabetic Retinopathy Grading. IEEE Transactions on Biomedical Engineering, 59(6), 1720–1726. https://doi.org/10.1109/tbme.2012.2193126
An ensemble-based system for automatic screening of diabetic retinopathy
Knowledge-Based Systems / Apr 01, 2014
Antal, B., & Hajdu, A. (2014). An ensemble-based system for automatic screening of diabetic retinopathy. Knowledge-Based Systems, 60, 20–27. https://doi.org/10.1016/j.knosys.2013.12.023
Image Data Resource: a bioimage data integration and publication platform
Nature Methods / Jun 19, 2017
Williams, E., Moore, J., Li, S. W., Rustici, G., Tarkowska, A., Chessel, A., Leo, S., Antal, B., Ferguson, R. K., Sarkans, U., Brazma, A., Carazo Salas, R. E., & Swedlow, J. R. (2017). Image Data Resource: a bioimage data integration and publication platform. Nature Methods, 14(8), 775–781. https://doi.org/10.1038/nmeth.4326
Improving microaneurysm detection using an optimally selected subset of candidate extractors and preprocessing methods
Pattern Recognition / Jan 01, 2012
Antal, B., & Hajdu, A. (2012). Improving microaneurysm detection using an optimally selected subset of candidate extractors and preprocessing methods. Pattern Recognition, 45(1), 264–270. https://doi.org/10.1016/j.patcog.2011.06.010
Automatic exudate detection with improved Naïve-bayes classifier
2012 25th IEEE International Symposium on Computer-Based Medical Systems (CBMS) / Jun 01, 2012
Harangi, B., Antal, B., & Hajdu, A. (2012). Automatic exudate detection with improved Naïve-bayes classifier. 2012 25th IEEE International Symposium on Computer-Based Medical Systems (CBMS), 1–4. https://doi.org/10.1109/cbms.2012.6266341
Improving microaneurysm detection in color fundus images by using context-aware approaches
Computerized Medical Imaging and Graphics / Jul 01, 2013
Antal, B., & Hajdu, A. (2013). Improving microaneurysm detection in color fundus images by using context-aware approaches. Computerized Medical Imaging and Graphics, 37(5–6), 403–408. https://doi.org/10.1016/j.compmedimag.2013.05.001
A multi-level ensemble-based system for detecting microaneurysms in fundus images
4th International Workshop on Soft Computing Applications / Jul 01, 2010
Antal, B., Lazar, I., Hajdu, A., Torok, Z., Csutak, A., & Peto, T. (2010). A multi-level ensemble-based system for detecting microaneurysms in fundus images. 4th International Workshop on Soft Computing Applications, 137–142. https://doi.org/10.1109/sofa.2010.5565609
Image database clustering to improve exudate detection in color fundus images
2013 8th International Symposium on Image and Signal Processing and Analysis (ISPA) / Sep 01, 2013
Nagy, B., Antal, B., & Hajdu, A. (2013). Image database clustering to improve exudate detection in color fundus images. 2013 8th International Symposium on Image and Signal Processing and Analysis (ISPA), 727–731. https://doi.org/10.1109/ispa.2013.6703833
A two-phase decision support framework for the automatic screening of digital fundus images
Journal of Computational Science / Sep 01, 2012
Antal, B., Hajdu, A., Maros-Szabó, Z., Török, Z., Csutak, A., & Pető, T. (2012). A two-phase decision support framework for the automatic screening of digital fundus images. Journal of Computational Science, 3(5), 262–268. https://doi.org/10.1016/j.jocs.2012.01.001
Evaluation of the grading performance of an ensemble-based microaneurysm detector
2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society / Aug 01, 2011
Antal, B., Lazar, I., Hajdu, A., Torok, Z., Csutak, A., & Peto, T. (2011). Evaluation of the grading performance of an ensemble-based microaneurysm detector. 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 5943–5946. https://doi.org/10.1109/iembs.2011.6091469
A Stochastic Approach to Improve Macula Detection in Retinal Images
Acta Cybernetica / Jan 01, 2011
Antal, B., & Hajdu, A. (2011). A Stochastic Approach to Improve Macula Detection in Retinal Images. Acta Cybernetica, 20(1), 5–15. https://doi.org/10.14232/actacyb.20.1.2011.2
Mineotaur: a tool for high-content microscopy screen sharing and visual analytics
Genome Biology / Dec 01, 2015
Antal, B., Chessel, A., & Carazo Salas, R. E. (2015). Mineotaur: a tool for high-content microscopy screen sharing and visual analytics. Genome Biology, 16(1). https://doi.org/10.1186/s13059-015-0836-5
An ensemble-based microaneurysm detector for retinal images
2011 18th IEEE International Conference on Image Processing / Sep 01, 2011
Antal, B., & Hajdu, A. (2011). An ensemble-based microaneurysm detector for retinal images. 2011 18th IEEE International Conference on Image Processing, 1621–1624. https://doi.org/10.1109/icip.2011.6115762
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 / Aug 01, 2012
Antal, B., Lazar, I., & Hajdu, A. (2012). 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, 5955–5958. https://doi.org/10.1109/embc.2012.6347350
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 / Jan 01, 2016
Antal, B. (2016). 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, 116–121. https://doi.org/10.5220/0006008001160121
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 / Jan 01, 2013
An Unsupervised Ensemble-based Markov Random Field Approach to Microscope Cell Image Segmentation. (2013). Proceedings of the 10th International Conference on Signal Processing and Multimedia Applications and 10th International Conference on Wireless Information Networks and Systems, 94–99. https://doi.org/10.5220/0004612900940099
An Ensemble Approach to Improve Microaneurysm Candidate Extraction
Communications in Computer and Information Science / Jan 01, 2012
Antal, B., Lázár, I., & Hajdu, A. (2012). An Ensemble Approach to Improve Microaneurysm Candidate Extraction. In e-Business and Telecommunications (pp. 378–391). Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-25206-8_25
Automated analysis of radiology images using Convolutional Neural Networks
2019 11th International Symposium on Image and Signal Processing and Analysis (ISPA) / Sep 01, 2019
Katona, T., & Antal, B. (2019). Automated analysis of radiology images using Convolutional Neural Networks. 2019 11th International Symposium on Image and Signal Processing and Analysis (ISPA), 4, 89–92. https://doi.org/10.1109/ispa.2019.8868764
Image database clustering to improve microaneurysm detection in color fundus images
2012 25th IEEE International Symposium on Computer-Based Medical Systems (CBMS) / Jun 01, 2012
Nagy, B., Antal, B., & Hajdu, A. (2012). Image database clustering to improve microaneurysm detection in color fundus images. 2012 25th IEEE International Symposium on Computer-Based Medical Systems (CBMS), 1–6. https://doi.org/10.1109/cbms.2012.6266337
A prefiltering approach for an automatic screening system
2009 IEEE International Symposium on Intelligent Signal Processing / Aug 01, 2009
Antal, B., & Hajdu, A. (2009). A prefiltering approach for an automatic screening system. 2009 IEEE International Symposium on Intelligent Signal Processing, 265–268. https://doi.org/10.1109/wisp.2009.5286556
AN OPTIMAL VOTING SCHEME FOR MICROANEURYSM CANDIDATE EXTRACTORS USING SIMULATED ANNEALING
Proceedings of the International Conference on Signal Processing and Multimedia Applications / Jan 01, 2010
AN OPTIMAL VOTING SCHEME FOR MICROANEURYSM CANDIDATE EXTRACTORS USING SIMULATED ANNEALING. (2010). Proceedings of the International Conference on Signal Processing and Multimedia Applications, 80–87. https://doi.org/10.5220/0002988000800087
Publisher Correction: Image Data Resource: a bioimage data integration and publication platform
Nature Methods / Oct 04, 2018
Williams, E., Moore, J., Li, S. W., Rustici, G., Tarkowska, A., Chessel, A., Leo, S., Antal, B., Ferguson, R. K., Sarkans, U., Brazma, A., Carazo Salas, R. E., & Swedlow, J. R. (2018). Publisher Correction: Image Data Resource: a bioimage data integration and publication platform. Nature Methods, 15(11), 984–984. https://doi.org/10.1038/s41592-018-0169-x
Classifier ensemble creation via false labelling
Knowledge-Based Systems / Nov 01, 2015
Antal, B. (2015). Classifier ensemble creation via false labelling. Knowledge-Based Systems, 89, 278–287. https://doi.org/10.1016/j.knosys.2015.07.009
Evaluation of preprocessing methods for microaneurysm detection
2013 8th International Symposium on Image and Signal Processing and Analysis (ISPA) / Sep 01, 2013
Antal, B., & Hajdu, A. (2013). Evaluation of preprocessing methods for microaneurysm detection. 2013 8th International Symposium on Image and Signal Processing and Analysis (ISPA), 723–726. https://doi.org/10.1109/ispa.2013.6703832
Distributed processing of biological interactions using Hadoop
2015 6th IEEE International Conference on Cognitive Infocommunications (CogInfoCom) / Oct 01, 2015
Antal, B., & Auer, B. (2015). Distributed processing of biological interactions using Hadoop. 2015 6th IEEE International Conference on Cognitive Infocommunications (CogInfoCom), 175–178. https://doi.org/10.1109/coginfocom.2015.7390586
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 / Jan 01, 2010
A TWO-PHASE PRE-FILTERING APPROACH TO THE AUTOMATIC SCREENING OF DIGITAL FUNDUS IMAGES. (2010). Proceedings of the International Conference on Signal Processing and Multimedia Applications, 155–158. https://doi.org/10.5220/0002988101550158
Data analysis applied to diabetic retinopathy screening: Performance evaluation
Annales Mathematicae et Informaticae / Jan 01, 2018
Antal, B., Tavares, M. K. G. S., Kovács, L., Harangi, B., Lázár, I., Nagy, B., Kovács, G., Szakács, J., Tóth, J., Pető, T., Csutak, A., & Hajdu, A. (2018). Data analysis applied to diabetic retinopathy screening: Performance evaluation. Annales Mathematicae et Informaticae, 49, 3–9. https://doi.org/10.33039/ami.2018.10.002
Predicting machine’s performance data using the stacked long short-term memory (LSTM) neural networks
Oct 11, 2021
Dai, J. (2021). Predicting machine’s performance data using the stacked long short-term memory (LSTM) neural networks. https://doi.org/10.21203/rs.3.rs-961567/v1
2012 Index IEEE Transactions on Biomedical Engineering Vol. 59
IEEE Transactions on Biomedical Engineering / Dec 01, 2012
2012 Index IEEE Transactions on Biomedical Engineering Vol. 59. (2012). IEEE Transactions on Biomedical Engineering, 59(12), 3553–3620. https://doi.org/10.1109/tbme.2013.2238191
Methods for Medical Decision Making
Medical Decision Making / Aug 01, 1992
Holmes-Rovner, M. (1992). Methods for Medical Decision Making. Medical Decision Making, 12(3), 159–162. https://doi.org/10.1177/0272989x9201200301
Diabetic retinopathy screening with computational support
Acta Ophthalmologica / Sep 01, 2011
CSUTAK, A., ANTAL, B., LAZAR, I., PETO, T., TOROK, Z., BIRO, A., & HAJDU, A. (2011). Diabetic retinopathy screening with computational support. Acta Ophthalmologica, 89(s248), 0–0. Portico. https://doi.org/10.1111/j.1755-3768.2011.357.x
On multidimensional item response theory – a coordinate free approach
Electronic Journal of Statistics / Jan 01, 2007
Antal, T. (2007). On multidimensional item response theory – a coordinate free approach. Electronic Journal of Statistics, 1(none). https://doi.org/10.1214/07-ejs016
Alcaraz, José Antonio
Oxford Music Online / Jan 01, 2001
Pérez, R. M. (2001). Alcaraz, José Antonio. Oxford Music Online; Oxford University Press. https://doi.org/10.1093/gmo/9781561592630.article.48818
Education
University of Debrecen
Ph. D., Computer Science / March, 2013
Experience
Broad Institute of MIT and Harvard
Apriori Bio (Flagship Pioneering)
University of Cambridge
Links & Social Media
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