Vladimir Krylov is an Assistant Professor in Statistics in the School of Mathematical
Sciences since 2019. He graduated in Mathematics and Computer Science in
2007 and completed his PhD in Statistics in 2011, both at Moscow State
University. After that he has been postdoctoral fellow at INRIA Sophia
Antipolis (France), UCL (UK), University of Genoa (Italy). In 2017-2019
he has been a Marie Curie research fellow at Trinity College Dublin
(Ireland). Since 2020 Dr. Krylov has been Associate Editor with IEEE Geoscience and Remote Sensing Letters. His research interests span statistical modeling and
machine learning as applied to computer vision and signal processing
problems.
Peer Reviewed Journal
| Year | Publication | |
|---|---|---|
| 2022 | Matej Ulicny;Vladimir Krylov;Rozenn Dahyot (2022) 'Harmonic convolutional networks based on discrete cosine transform'. Pattern Recognition, 129 (9). [Link] [DOI] | |
| 2020 | C.-J. Liu, V. A. Krylov, P. Kane, G. Kavanagh, R. Dahyot (2020) 'IM2ELEVATION: Building Height Estimation from Single-View Aerial Imagery'. Remote Sensing, . https://doi.org/10.3390/rs12172719 | |
| 2018 | Krylov, V.; Kenny, E.; Dahyot, R. (2018) 'Automatic Discovery and Geotagging of Objects from Street View Imagery'. Remote Sensing, . [DOI] | |
| 2016 | Li, H.-C.;Krylov, V.A.;Fan, P.-Z.;Zerubia, J.;Emery, W.J.; (2016) 'Unsupervised learning of generalized gamma mixture model with application in statistical modeling of high-resolution SAR images'. IEEE Transactions on Geoscience and Remote Sensing, . [DOI] | |
| 2016 | Krylov, V.A.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2016) 'False Discovery Rate Approach to Unsupervised Image Change Detection'. IEEE Transactions on Image Processing, . [DOI] | |
| 2014 | Krylov, V.A.;Nelson, J.D.B.; (2014) 'Stochastic extraction of elongated curvilinear structures with applications'. IEEE Transactions on Image Processing, . [DOI] | |
| 2014 | Nelson, J.D.B.;Krylov, V.; (2014) 'Textural lacunarity for semi-supervised detection in sonar imagery'. IET Radar, Sonar and Navigation, . [DOI] | |
| 2014 | Voisin, A.;Krylov, V.A.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2014) 'Supervised classification of multisensor and multiresolution remote sensing images with a hierarchical copula-based approach'. IEEE Transactions on Geoscience and Remote Sensing, . [DOI] | |
| 2013 | Voisin, A.;Krylov, V.A.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2013) 'Classification of very high resolution SAR images of urban areas using copulas and texture in a hierarchical Markov random field model'. IEEE Geoscience and Remote Sensing Letters, . [DOI] | |
| 2013 | Krylov, V.A.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2013) 'On the method of logarithmic cumulants for parametric probability density function estimation'. IEEE Transactions on Image Processing, . [DOI] | |
| 2011 | Krylov, V.A.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2011) 'Supervised high-resolution dual-polarization SAR image classification by finite mixtures and copulas'. IEEE Journal on Selected Topics in Signal Processing, . [DOI] | |
| 2011 | Krylov, V.A.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2011) 'Enhanced dictionary-based SAR amplitude distribution estimation and its validation with very high-resolution data'. IEEE Geoscience and Remote Sensing Letters, . [DOI] |
Conference Publication
| Year | Publication | |
|---|---|---|
| 2021 | Andrea Grillo, Vladimir A. Krylov, Gabriele Moser, Sebastiano B. Serpico (2021) IEEE Geoscience and Remote Sensing Symposium Road Extraction and Road Width Estimation via Fusion of Aerial Optical Imagery, Geospatial data, and Street-level Images | |
| 2021 | Matej Ulicny, Vladimir A Krylov, Rozenn Dahyot (2021) IEEE International Conference on Acoustics, Speech & Signal Processing Tensor Reordering for CNN Compression | |
| 2019 | Ulicny M.;Krylov V.A.;Dahyot R. (2019) European Signal Processing Conference Harmonic networks with limited training samples [DOI] | |
| 2019 | Matej Ulicny, Vladimir A Krylov, Rozenn Dahyot (2019) British Machine Vision Conference Harmonic Networks for Image Classification | |
| 2019 | Krylov V.;Dahyot R. (2019) Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Object Geolocation from Crowdsourced Street Level Imagery [DOI] | |
| 2019 | Albluwi F.;Krylov V.;Dahyot R. (2019) European Signal Processing Conference Super-resolution on degraded low-resolution images using convolutional neural networks [DOI] | |
| 2018 | Krylov V.;Dahyot R. (2018) Proceedings - International Conference on Image Processing, ICIP Object Geolocation Using MRF Based Multi-Sensor Fusion [DOI] | |
| 2018 | Albluwi F.;Krylov V.A.;Dahyot R. (2018) IEEE International Workshop on Machine Learning for Signal Processing, MLSP Image deblurring and super-resolution using deep convolutional neural networks [DOI] | |
| 2017 | Jupová, K.;Bartaloš, T.;Soukup, T.;Moser, G.;Serpico, S.B.;Krylov, V.;De Martino, M.;Manzke, N.;Rochard, N.; (2017) 2017 Joint Urban Remote Sensing Event, JURSE 2017 Monitoring of green, open and sealed urban space [DOI] | |
| 2016 | Krylov, V.A.;De Martino, M.;Moser, G.;Serpico, S.B.; (2016) International Geoscience and Remote Sensing Symposium (IGARSS) Large urban zone classification on SPOT-5 imagery with convolutional neural networks [DOI] | |
| 2016 | Krylov, V.A.;Nelson, J.D.B.; (2016) Computational Vision and Medical Image Processing V - Proceedings of 5th Eccomas Thematic Conference on Computational Vision and Medical Image Processing, VipIMAGE 2015 Line extraction via phase congruency with a novel adaptive scale selection for poisson noisy images | |
| 2016 | Crismer, F.;Moser, G.;Krylov, V.A.;Serpico, S.B.; (2016) International Geoscience and Remote Sensing Symposium (IGARSS) Unsupervised change detection on synthetic aperture radar images with generalized gamma distribution [DOI] | |
| 2015 | Moser, G.;Krylov, V.;De Martino, M.;Serpico, S.; (2015) 2015 Joint Urban Remote Sensing Event, JURSE 2015 The URBIS project: Vacant urban area classification and detection of changes [DOI] | |
| 2013 | Krylov, V.A.;Nelson, J.D.B.; (2013) Advanced Concepts for Intelligent Vision Systems Fast road network extraction from remotely sensed images [DOI] | |
| 2013 | Krylov, V.A.;Taylor, S.;Nelson, J.D.B.; (2013) International Conference on Image Analysis and Recognition Stochastic extraction of elongated curvilinear structures in mammographic images [DOI] | |
| 2013 | Krylov, V.A.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2013) 2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings False discovery rate approach to image change detection [DOI] | |
| 2012 | Krylov, V.A.;Moser, G.;Voisin, A.;Serpico, S.B.;Zerubia, J.; (2012) Proceedings - International Conference on Image Processing, ICIP Change detection with synthetic aperture radar images by Wilcoxon statistic likelihood ratio test [DOI] | |
| 2012 | Voisin, A.;Krylov, V.A.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2012) Proceedings of SPIE - The International Society for Optical Engineering Multichannel hierarchical image classification using multivariate copulas [DOI] | |
| 2012 | Voisin, A.;Krylov, V.A.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2012) European Signal Processing Conference Classification of multi-sensor remote sensing images using an adaptive hierarchical Markovian model | |
| 2012 | Serpico, S.B.;Bruzzone, L.;Corsini, G.;Emery, W.J.;Gamba, P.;Garzelli, A.;Mercier, G.;Zerubia, J.;Acito, N.;Aiazzi, B.;Bovolo, F.;Dell'Acqua, F.;De Martino, M.;Diani, M.;Krylov, V.;Lisini, G.;Marin, C.;Moser, G.;Voisin, A.;Zoppetti, C.; (2012) International Geoscience and Remote Sensing Symposium (IGARSS) Development and validation of multitemporal image analysis methodologies for multirisk monitoring of critical structures and infrastructures [DOI] | |
| 2011 | Krylov, V.A.;Zerubia, J.; (2011) 2011 IEEE International Conference on Microwaves, Communications, Antennas and Electronic Systems, COMCAS 2011 Synthetic aperture radar image classification via mixture approaches [DOI] | |
| 2011 | Kayabol, K.;Krylov, V.A.;Zerubia, J.; (2011) MUSCLE International Workshop on Computational Intelligence for Multimedia Understanding Unsupervised classification of SAR images using hierarchical agglomeration and EM [DOI] | |
| 2010 | Krylov, V.A.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2010) AIP Conference Proceedings Multichannel SAR image classification by finite mixtures, copula theory and Markov random fields [DOI] | |
| 2010 | Voisin, A.;Moser, G.;Krylov, V.A.;Serpico, S.B.;Zerubia, J.; (2010) Proceedings of SPIE - The International Society for Optical Engineering Classification of very high resolution SAR images of urban areas by dictionary-based mixture models, copulas and Markov random fields using textural features [DOI] | |
| 2010 | Moser, G.;Krylov, V.;Serpico, S.B.;Zerubia, J.; (2010) Proceedings of SPIE - The International Society for Optical Engineering High resolution SAR-image classification by Markov random fields and finite mixtures [DOI] | |
| 2010 | Krylov, V.A.;Zerubia, J.; (2010) 20th International Conference on Computer Graphics and Vision, GraphiCon'2010 - Conference Proceedings Generalized gamma mixtures for supervised SAR image classification | |
| 2009 | Krylov, V.;Moser, G.;Serpico, S.B.;Zerubia, J.; (2009) Proceedings of SPIE - The International Society for Optical Engineering Dictionary-based probability density function estimation for High-resolution SAR data [DOI] |
Certain data included herein are derived from the © Web of Science (2022) of Clarivate. All rights reserved.