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Tal Arbel
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My research goals are to develop new probabilistic machine learning frameworks in computer vision and in medical imaging, particularly in the context of neurology and neurosurgery. This includes the development of probabilistic graphical models for pathology (lesion, tumour) detection and segmentation in large, multi-center patient images dataset, on automatically identifying imaging biomarkers that predict disease progression in patients as well as potential responders to treatment. I have worked extensively on developing fast and efficient multi-modal image registration techniques for clinical interventions, such as image-guided neurosurgery.
Papers108 papers
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Medical Image Analysis, (2020): 101557
ISBI, pp.127-130, (2020)
Medical Imaging with Deep Learning, (2020)
Aaron Carass,Snehashis Roy, Adrian Gherman, Jacob C Reinhold,Andrew Jesson,Tal Arbel, Oskar Maier, Heinz Handels,Mohsen Ghafoorian, Bram Platel, Ariel Birenbaum,Hayit Greenspan
Scientific reports, no. 1 (2020): 8242
Lena Maier-Hein, Matthias Eisenmann, Annika Reinke, Sinan Onogur, Marko Stankovic, Patrick Scholz,Tal Arbel,Hrvoje Bogunovic,Andrew P. Bradley, Aaron Carass, Carolin Feldmann,Alejandro F. Frangi
Nature Communications, no. 1 (2019): 588
Bibtex
Lena Maier-Hein, Matthias Eisenmann, Annika Reinke, Sinan Onogur, Marko Stankovic, Patrick Scholz,Tal Arbel,Hrvoje Bogunovic,Andrew P. Bradley, Aaron Carass, Carolin Feldmann,Alejandro F. Frangi
Nature Communications, no. 1 (2019): 1-2
Cited by2Bibtex
Barleen Kaur, Paul Lemaître, Raghav Mehta, Nazanin Mohammadi Sepahvand,Doina Precup,Douglas L. Arnold,Tal Arbel
DART/MIL3ID@MICCAI, pp.90-98, (2019)
UNSURE/CLIP@MICCAI, pp.23-32, (2019)
MIDL, pp.483-492, (2019)
Maier-Hein Lena, Reinke Annika,Kozubek Michal, Martel Anne L.,Arbel Tal, Eisenmann Matthias, Hanbuary Allan,Jannin Pierre,Müller Henning, Onogur Sinan, Saez-Rodriguez Julio,van Ginneken Bram
Medical Image Anal., (2019): 101796
International MICCAI Brainlesion Workshop, pp.108-118, (2019)
Lena Maier-Hein, Matthias Eisenmann, Annika Reinke, Sinan Onogur, Marko Stankovic, Patrick Scholz,Tal Arbel,Hrvoje Bogunovic,Andrew P. Bradley, Aaron Carass, Carolin Feldmann,Alejandro F. Frangi
Nature Communications, no. 1 (2019): 588
Bibtex
Nagesh K Subbanna, Deepthi Rajashekar,Bastian Cheng,Götz Thomalla,Jens Fiehler,Tal Arbel,Nils D Forkert
FRONTIERS IN NEUROLOGY, (2019): 541
arXiv: Computer Vision and Pattern Recognition, (2019)
Bibtex
Lena Maier-Hein, Matthias Eisenmann, Annika Reinke, Sinan Onogur, Marko Stankovic, Patrick Scholz,Tal Arbel,Hrvoje Bogunovic,Andrew P. Bradley, Aaron Carass, Carolin Feldmann,Alejandro F. Frangi
arXiv: Computer Vision and Pattern Recognition, (2018)
Image and Vision Computing, (2018): 45-59
arXiv: Computer Vision and Pattern Recognition, (2018)
Lecture Notes in Computer Science, (2018): 15-28
pp.57-69 (2018)
Lecture Notes in Computer Science, (2018): 392-402
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