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Huvudmenyn dold.

Tommy Löfstedt

Docent och universitetslektor i datavetenskap. Forskar i maskininlärning och datorseende, ofta med tillämpningar inom medicinsk bildanalys eller livsvetenskaperna.

Vetenskaplig meritering: Docent

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Anknytning
Universitetslektor vid Institutionen för datavetenskap
Plats
MIT-huset, Umeå universitet, MIT.E.252 Umeå universitet, 901 87 Umeå

Mycket av framgången inom fältet artificiell intelligens (AI) under de senaste 10-15 åren kommer från framsteg inom AI-delområdet maskininlärning. Jag forskar i maskininlärning och datorseende, ofta med tillämpningar inom medicinsk bildanalys. Mycket av min forskning handlar om att ta fram effektiva automatiska segmenteringsmetoder och att utveckla nya regulariseringsmetoder för maskininlärning för att bl.a. öka möjligheterna att tolka resultaten.

Vi söker just nu en post-doc i maskininlärning för analys av storskaliga, högdimensionella biologiska data:

Vi söker just nu exjobbare inom följande områden:

  • Medicinsk bildsegmentering
  • Förstärkningsinlärning (eng. reinforcement learning)
eLIFE, eLife Sciences Publications 2023, Vol. 12
Chandra, Abel; Tünnermann, Laura; Löfstedt, Tommy; et al.
Magnetic Resonance in Medicine, John Wiley & Sons 2023, Vol. 90, (6) : 2557-2571
Hellström, Max; Löfstedt, Tommy; Garpebring, Anders
Artificial Intelligence Review, Elsevier 2023, Vol. 56 : 217-251
Meyers, Charles; Löfstedt, Tommy; Elmroth, Erik
Zeitschrift für Medizinische Physik
Simkó, Attila; Bylund, Mikael; Jönsson, Gustav; et al.
Medical Imaging with Deep Learning 2023, MIDL, Nashville, July 10-12, 2023
Simkó, Attila; Garpebring, Anders; Jonsson, Joakim; et al.
BMC Medical Imaging, BioMed Central (BMC) 2023, Vol. 23, (1)
Simkó, Attila; Ruiter, Simone; Löfstedt, Tommy; et al.
Journal of Machine Learning for Biomedical Imaging : 1-54
Mehta, Raghav; Filos, Angelos; Baid, Ujjwal; et al.
Proceedings of the 5th international conference on medical imaging with deep learning, ML Research Press 2022 : 1125-1138
Simkó, Attila; Löfstedt, Tommy; Garpebring, Anders; et al.
IEEE Transactions on Medical Imaging, IEEE 2022, Vol. 41, (6) : 1320-1330
Vu, Minh Hoang; Norman, Gabriella; Nyholm, Tufve; et al.
Proceedings of the Fourth Conference on Medical Imaging with Deep Learning, PMLR, Lübeck University; Hamburg University of Technology 2021 : 713-727
Simkó, Attila; Löfstedt, Tommy; Garpebring, Anders; et al.
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 Hoang; 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.
2018 International Workshop on Pattern Recognition in Neuroimaging (PRNI)
De Pierrefeu, Amicie; Löfstedt, Tommy; Laidi, Charles; 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.
Understanding and interpreting machine learning in medical image computing applications: First International Workshops MLCN 2018, DLF 2018, and iMIMIC 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16-20, 2018, Proceedings
Kia, Seyed Mostafa; Marquand, Andre; Duchesnay, Edouard; 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.
Skin research and technology, John Wiley & Sons 2015, Vol. 21, (4) : 493-499
Hägerlind, E.; Falk, M.; Löfstedt, Tommy; 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.
Vu, Minh H.; Tronchin, L.; Nyholm, Tufve; et al.