Dr Michele Svanera
- Lecturer in Artificial Intelligence (SPN Research)
email:
Michele.Svanera@gla.systa-s.com
62 Hillhead Street, Glasgow, Room 624, G12 8QB
Research interests
My research leverages advanced AI techniques, particularly Deep Learning, to develop innovative diagnostic and therapeutic tools for neurological and psychiatric conditions. By integrating state-of-the-art AI methodologies with cutting-edge brain imaging technologies, such as 3T and 7T MRI, I aim to translate this knowledge into impactful clinical solutions that improve patient outcomes and advance neuroscience research.
This work is conducted in collaboration with psychologists, clinicians, neuroscientists, engineers, and physicists, focusing on clinical studies related to ageing and healthcare-assistive technologies, with a strong emphasis on real-world application in clinical settings.
Publications
2026
Dalby, C., Dibble, Austin, Carvalheiro, J. ORCID: https://orcid.org/0000-0002-0520-5481, Queirazza, F., Sevegnani, Michele
ORCID: https://orcid.org/0000-0001-6773-9481, Harvey, M.
ORCID: https://orcid.org/0000-0003-1694-1174, Svanera, Michele
ORCID: https://orcid.org/0000-0002-7828-9209 and Fracasso, Alessio
ORCID: https://orcid.org/0000-0002-4542-112X
(2026)
Delineating in-vivo T1-weighted intensity profiles within the human insula cortex using 7-tesla MRI.
Human Brain Mapping, 47(4),
e70486.
(doi: 10.1002/hbm.70486)
2024
Dalby, Connor, Dibble, Austin Jon, Carvalheiro, Joana ORCID: https://orcid.org/0000-0002-0520-5481, Queirazza, Filippo, Sevegnani, Michele
ORCID: https://orcid.org/0000-0001-6773-9481, Harvey, Monika
ORCID: https://orcid.org/0000-0003-1694-1174, Svanera, Michele
ORCID: https://orcid.org/0000-0002-7828-9209 and Fracasso, Alessio
ORCID: https://orcid.org/0000-0002-4542-112X
(2024)
Delineating in-vivo T1-weighted intensity profiles within the human insula cortex using 7-tesla MRI.
bioRxiv,
(doi: 10.1101/2024.08.05.605123)
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Savardi, Mattia, Signoroni, Alberto, Benini, Sergio and Muckli, Lars
ORCID: https://orcid.org/0000-0002-0143-4324
(2024)
Fighting the scanner effect in brain MRI segmentation with a progressive level-of-detail network trained on multi-site data.
Medical Image Analysis, 93,
103090.
(doi: 10.1016/j.media.2024.103090)
(PMID:38241763)
Moia, S. et al. (2024) Proceedings of the OHBM Brainhack 2022. Aperture Neuro, 2024(4), (doi: 10.52294/001c.92760)
2021
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Benini, Sergio, Bontempi, Dennis and Muckli, Lars
ORCID: https://orcid.org/0000-0002-0143-4324
(2021)
CEREBRUM-7T: fast and fully volumetric brain segmentation of 7 Tesla MR volumes.
Human Brain Mapping, 42(17),
pp. 5563-5580.
(doi: 10.1002/hbm.25636)
(PMID:34598307)
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Morgan, Andrew T., Petro, Lucy S.
ORCID: https://orcid.org/0000-0002-8255-5776 and Muckli, Lars
ORCID: https://orcid.org/0000-0002-0143-4324
(2021)
A self-supervised deep neural network for image completion resembles early visual cortex fMRI activity patterns for occluded scenes.
Journal of Vision, 21(7),
5.
(doi: 10.1167/jov.21.7.5)
(PMID:34259828)
2020
Bontempi, Dennis, Benini, Sergio, Signoroni, Alberto, Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209 and Muckli, Lars
ORCID: https://orcid.org/0000-0002-0143-4324
(2020)
CEREBRUM: a fast and fully-volumetric Convolutional Encoder-decodeR for weakly-supervised sEgmentation of BRain strUctures from out-of-the-scanner MRI.
Medical Image Analysis, 62,
101688.
(doi: 10.1016/j.media.2020.101688)
(PMID:32272345)
2019
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Savardi, Mattia, Benini, Sergio, Signoroni, Alberto, Raz, Gal, Hendler, Talma, Muckli, Lars
ORCID: https://orcid.org/0000-0002-0143-4324, Goebel, Rainer and Valente, Giancarlo
(2019)
Transfer learning of deep neural network representations for fMRI decoding.
Journal of Neuroscience Methods, 328,
108319.
(doi: 10.1016/j.jneumeth.2019.108319)
(PMID:31585315)
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Savardi, Mattia, Signoroni, Alberto, Kovács, András Bálint and Benini, Sergio
(2019)
Who is the director of this movie? Automatic style recognition based on shot features.
IEEE MultiMedia, 26(4),
pp. 43-54.
(doi: 10.1109/mmul.2019.2940004)
2018
Muhammad, Umar Riaz, Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Leonardi, Riccardo and Benini, Sergio
(2018)
Hair detection, segmentation, and hairstyle classification in the wild.
Image and Vision Computing, 71,
pp. 25-37.
(doi: 10.1016/j.imavis.2018.02.001)
2017
Raz, G. et al. (2017) Robust inter-subject audiovisual decoding in functional magnetic resonance imaging using high-dimensional regression. NeuroImage, 163, pp. 244-263. (doi: 10.1016/j.neuroimage.2017.09.032) (PMID:28939433)
2016
Benini, Sergio, Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Adami, Nicola, Leonardi, Riccardo and Kovács, András Bálint
(2016)
Shot scale distribution in art films.
Multimedia Tools and Applications, 75(23),
pp. 16499-16527.
(doi: 10.1007/s11042-016-3339-9)
Gordiychuk, Andriy, Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Benini, Sergio and Poesio, Pietro
(2016)
Size distribution and Sauter mean diameter of micro bubbles for a Venturi type bubble generator.
Experimental Thermal and Fluid Science, 70,
pp. 51-60.
(doi: 10.1016/j.expthermflusci.2015.08.014)
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Muhammad, Umar Riaz, Leonardi, Riccardo and Benini, Sergio
(2016)
Figaro, Hair Detection and Segmentation in the Wild.
In: 2016 IEEE International Conference on Image Processing (ICIP), Phoenix, AZ, USA, 25-28 Sep 2016,
pp. 933-937.
ISBN 9781467399616
(doi: 10.1109/ICIP.2016.7532494)
2015
Svanera, M. ORCID: https://orcid.org/0000-0002-7828-9209, Benini, S., Adami, N., Leonardi, R. and Kovács, A.B.
(2015)
Over-the-Shoulder Shot Detection in Art Films.
In: 2015 13th International Workshop on Content-Based Multimedia Indexing (CBMI), Prague, Czech Republic, 10-12 Jun 2015,
ISBN 9781467368704
(doi: 10.1109/CBMI.2015.7153627)
Articles
Dalby, C., Dibble, Austin, Carvalheiro, J. ORCID: https://orcid.org/0000-0002-0520-5481, Queirazza, F., Sevegnani, Michele
ORCID: https://orcid.org/0000-0001-6773-9481, Harvey, M.
ORCID: https://orcid.org/0000-0003-1694-1174, Svanera, Michele
ORCID: https://orcid.org/0000-0002-7828-9209 and Fracasso, Alessio
ORCID: https://orcid.org/0000-0002-4542-112X
(2026)
Delineating in-vivo T1-weighted intensity profiles within the human insula cortex using 7-tesla MRI.
Human Brain Mapping, 47(4),
e70486.
(doi: 10.1002/hbm.70486)
Dalby, Connor, Dibble, Austin Jon, Carvalheiro, Joana ORCID: https://orcid.org/0000-0002-0520-5481, Queirazza, Filippo, Sevegnani, Michele
ORCID: https://orcid.org/0000-0001-6773-9481, Harvey, Monika
ORCID: https://orcid.org/0000-0003-1694-1174, Svanera, Michele
ORCID: https://orcid.org/0000-0002-7828-9209 and Fracasso, Alessio
ORCID: https://orcid.org/0000-0002-4542-112X
(2024)
Delineating in-vivo T1-weighted intensity profiles within the human insula cortex using 7-tesla MRI.
bioRxiv,
(doi: 10.1101/2024.08.05.605123)
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Savardi, Mattia, Signoroni, Alberto, Benini, Sergio and Muckli, Lars
ORCID: https://orcid.org/0000-0002-0143-4324
(2024)
Fighting the scanner effect in brain MRI segmentation with a progressive level-of-detail network trained on multi-site data.
Medical Image Analysis, 93,
103090.
(doi: 10.1016/j.media.2024.103090)
(PMID:38241763)
Moia, S. et al. (2024) Proceedings of the OHBM Brainhack 2022. Aperture Neuro, 2024(4), (doi: 10.52294/001c.92760)
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Benini, Sergio, Bontempi, Dennis and Muckli, Lars
ORCID: https://orcid.org/0000-0002-0143-4324
(2021)
CEREBRUM-7T: fast and fully volumetric brain segmentation of 7 Tesla MR volumes.
Human Brain Mapping, 42(17),
pp. 5563-5580.
(doi: 10.1002/hbm.25636)
(PMID:34598307)
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Morgan, Andrew T., Petro, Lucy S.
ORCID: https://orcid.org/0000-0002-8255-5776 and Muckli, Lars
ORCID: https://orcid.org/0000-0002-0143-4324
(2021)
A self-supervised deep neural network for image completion resembles early visual cortex fMRI activity patterns for occluded scenes.
Journal of Vision, 21(7),
5.
(doi: 10.1167/jov.21.7.5)
(PMID:34259828)
Bontempi, Dennis, Benini, Sergio, Signoroni, Alberto, Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209 and Muckli, Lars
ORCID: https://orcid.org/0000-0002-0143-4324
(2020)
CEREBRUM: a fast and fully-volumetric Convolutional Encoder-decodeR for weakly-supervised sEgmentation of BRain strUctures from out-of-the-scanner MRI.
Medical Image Analysis, 62,
101688.
(doi: 10.1016/j.media.2020.101688)
(PMID:32272345)
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Savardi, Mattia, Benini, Sergio, Signoroni, Alberto, Raz, Gal, Hendler, Talma, Muckli, Lars
ORCID: https://orcid.org/0000-0002-0143-4324, Goebel, Rainer and Valente, Giancarlo
(2019)
Transfer learning of deep neural network representations for fMRI decoding.
Journal of Neuroscience Methods, 328,
108319.
(doi: 10.1016/j.jneumeth.2019.108319)
(PMID:31585315)
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Savardi, Mattia, Signoroni, Alberto, Kovács, András Bálint and Benini, Sergio
(2019)
Who is the director of this movie? Automatic style recognition based on shot features.
IEEE MultiMedia, 26(4),
pp. 43-54.
(doi: 10.1109/mmul.2019.2940004)
Muhammad, Umar Riaz, Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Leonardi, Riccardo and Benini, Sergio
(2018)
Hair detection, segmentation, and hairstyle classification in the wild.
Image and Vision Computing, 71,
pp. 25-37.
(doi: 10.1016/j.imavis.2018.02.001)
Raz, G. et al. (2017) Robust inter-subject audiovisual decoding in functional magnetic resonance imaging using high-dimensional regression. NeuroImage, 163, pp. 244-263. (doi: 10.1016/j.neuroimage.2017.09.032) (PMID:28939433)
Benini, Sergio, Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Adami, Nicola, Leonardi, Riccardo and Kovács, András Bálint
(2016)
Shot scale distribution in art films.
Multimedia Tools and Applications, 75(23),
pp. 16499-16527.
(doi: 10.1007/s11042-016-3339-9)
Gordiychuk, Andriy, Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Benini, Sergio and Poesio, Pietro
(2016)
Size distribution and Sauter mean diameter of micro bubbles for a Venturi type bubble generator.
Experimental Thermal and Fluid Science, 70,
pp. 51-60.
(doi: 10.1016/j.expthermflusci.2015.08.014)
Conference Proceedings
Svanera, Michele ORCID: https://orcid.org/0000-0002-7828-9209, Muhammad, Umar Riaz, Leonardi, Riccardo and Benini, Sergio
(2016)
Figaro, Hair Detection and Segmentation in the Wild.
In: 2016 IEEE International Conference on Image Processing (ICIP), Phoenix, AZ, USA, 25-28 Sep 2016,
pp. 933-937.
ISBN 9781467399616
(doi: 10.1109/ICIP.2016.7532494)
Svanera, M. ORCID: https://orcid.org/0000-0002-7828-9209, Benini, S., Adami, N., Leonardi, R. and Kovács, A.B.
(2015)
Over-the-Shoulder Shot Detection in Art Films.
In: 2015 13th International Workshop on Content-Based Multimedia Indexing (CBMI), Prague, Czech Republic, 10-12 Jun 2015,
ISBN 9781467368704
(doi: 10.1109/CBMI.2015.7153627)
