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Staff photo Tommy Löfstedt

Tommy Löfstedt

Researcher in machine learning and computer vision, often with applications in medical image analysis.

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Affiliation
Associate professor at Department of Computing Science
Location
MIT-huset, Umeå universitet, MIT / B2.31.01 Umeå universitet, 901 87 Umeå

Much of the recent successes within the field of artificial intelligence (AI) in the last 10-15 years can be attributed to a subarea of AI called machine learning. I am a researcher in machine learning and computer vision, often with applications in medical image analysis. Much of my research is developing novel methods for automatic segmentation, and to develop novel regularisation methods for machine learning to, among other things, improve the possibilities to interpret the results.

Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, Springer 2021 : 412-423
Vu, Minh Hoang; Nyholm, Tufve; Löfstedt, Tommy
Zeitschrift für Medizinische Physik, Elsevier 2020, Vol. 30, (4) : 305-314
Fetty, Lukas; Bylund, Mikael; Kuess, Peter; et al.
Physics in Medicine and Biology, Institute of Physics Publishing (IOPP) 2020, Vol. 65, (10)
Fetty, Lukas; Löfstedt, Tommy; Heilemann, Gerd; et al.
Physics in Medicine and Biology, Institute of Physics (IOP) 2020, Vol. 65, (22)
Löfstedt, Tommy; Hellström, Max; Bylund, Mikael; et al.
Medical physics (Lancaster), John Wiley & Sons 2020, Vol. 47, (12) : 6216-6231
Vu, Minh H.; Grimbergen, Guus; Nyholm, Tufve; et al.
IEEE Transactions on Medical Imaging, IEEE 2020, Vol. 39, (9) : 2856-2868
Vu, Minh Hoang; Löfstedt, Tommy; Nyholm, Tufve; et al.
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries: 5th International Workshop, BrainLes 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 17, 2019, Revised Selected Papers, Part I, Cham: Springer 2020 : 174-186
Vu, Minh Hoang; Nyholm, Tufve; Löfstedt, Tommy
2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019), IEEE 2019 : 1403-1406
Guigui, N.; Philippe, C.; Gloaguen, A.; et al.
PLOS ONE, Vol. 14, (3)
Guillemot, Vincent; Beaton, Derek; Gloaguen, Arnaud; et al.
PLOS ONE, Public Library of Science 2019, Vol. 14, (2)
Löfstedt, Tommy; Brynolfsson, Patrik; Nyholm, Tufve; et al.
MICCAI 2019, Shenzhen, China, Oct 13-17, 2019
Vu, Minh; Grimbergen, Guus; Simkó, Attila; et al.
CLEF 2019: Working Notes of CLEF 2019 - Conference and Labs of the Evaluation Forum
Vu, Minh; Sznitman, Raphael; Nyholm, Tufve; et al.
Radiotherapy and Oncology, Elsevier 2018, Vol. 127 : S279-S280
Brynolfsson, Patrik; Löfstedt, Tommy; Asklund, Thomas; et al.
Radiotherapy and Oncology, Elsevier 2018, Vol. 127 : S283-S283
Bylund, Mikael; Jonsson, Joakim; Lundman, Josef; et al.
Human Brain Mapping, Vol. 39, (4) : 1777-1788
de Pierrefeu, Amicie; Fovet, Thomas; Hadj-Selem, Fouad; et al.
IEEE Transactions on Medical Imaging, IEEE 2018, Vol. 37, (2) : 396-407
de Pierrefeu, Amicie; Löfstedt, Tommy; Hadj-Selem, Fouad; et al.
Acta Psychiatrica Scandinavica, John Wiley & Sons 2018, Vol. 138 : 571-580
de Pierrefeu, Amicie; Löfstedt, Tommy; Laidi, C.; et al.
Physics in Medicine and Biology, Institute of Physics and Engineering in Medicine 2018, Vol. 63, (19) : 9-15
Garpebring, Anders; Brynolfsson, Patrik; Kuess, Peter; et al.
Magnetic Resonance in Medicine, John Wiley & Sons 2018, Vol. 79, (1) : 561-567
Garpebring, Anders; Tommy, Löfstedt
IEEE Transactions on Medical Imaging, IEEE 2018, Vol. 37, (11) : 2403-2413
Hadj-Selem, Fouad; Löfstedt, Tommy; Dohmatob, Elvis; et al.
Journal of Statistical Software, Foundation for Open Access Statistics 2018, Vol. 87, (3)
Löfstedt, Tommy; Guillemot, Vincent; Frouin, Vincent; et al.
MULTIPLE FACETS OF PARTIAL LEAST SQUARES AND RELATED METHODS, SPRINGER INT PUBLISHING AG 2016 : 129-139
Löfstedt, Tommy; Hadj-Selem, Fouad; Guillemot, Vincent; et al.
IEEE conference proceedings 2014
Dubois, Mathieu; Hadj-Selem, Fouad; Löfstedt, Tommy; et al.
New Perspectives in Partial Least Squares and Related Methods (Part IV), Springer Science+Business Media B.V. 2013 : 209-220
Löfstedt, Tommy; Hanafi, Mohamed; Trygg, Johan
Analytica Chimica Acta, Vol. 791 : 13-24
Löfstedt, Tommy; Hoffman, Daniel; Trygg, Johan
BMC Medical Imaging, Vol. 12, (1) : 29-
Löfstedt, Tommy; Ahnlund, Olof; Peolsson, Michael; et al.
Journal of Chemometrics, John Wiley & Sons 2012, Vol. 26, (6) : 236-245
Löfstedt, Tommy; Eriksson, Lennart; Gunilla Wormbs, Gunilla; et al.
Chemometrics and Intelligent Laboratory Systems, Elsevier 2012, Vol. 118 : 139-149
Löfstedt, Tommy; Hanafi, Mohamed; Mazerolles, Gérard; et al.
Journal of Chemometrics, John Wiley & Sons 2011, Vol. 25, (8) : 441-455
Löfstedt, Tommy; Trygg, Johan
BMC Medical Imaging, Vol. 10, (9)
Peolsson, Michael; Löfstedt, Tommy; Vogt, Susanna; et al.

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