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Supervised machine learning tools: a tutorial for clinicians.
J Neural Eng. 2020 Nov 19;17(6). doi: 10.1088/1741-2552/abbff2.
J Neural Eng. 2020.
PMID: 33036008
Review.
An Analysis of the Vulnerability of Two Common Deep Learning-Based Medical Image Segmentation Techniques to Model Inversion Attacks.
Subbanna N, Wilms M, Tuladhar A, Forkert ND.
Subbanna N, et al.
Sensors (Basel). 2021 Jun 4;21(11):3874. doi: 10.3390/s21113874.
Sensors (Basel). 2021.
PMID: 34199735
Free PMC article.
Item in Clipboard
Stroke Lesion Segmentation in FLAIR MRI Datasets Using Customized Markov Random Fields.
Subbanna NK, Rajashekar D, Cheng B, Thomalla G, Fiehler J, Arbel T, Forkert ND.
Subbanna NK, et al.
Front Neurol. 2019 May 24;10:541. doi: 10.3389/fneur.2019.00541. eCollection 2019.
Front Neurol. 2019.
PMID: 31178820
Free PMC article.
Item in Clipboard
Hierarchical probabilistic Gabor and MRF segmentation of brain tumours in MRI volumes.
Subbanna NK, Precup D, Collins DL, Arbel T.
Subbanna NK, et al.
Med Image Comput Comput Assist Interv. 2013;16(Pt 1):751-8. doi: 10.1007/978-3-642-40811-3_94.
Med Image Comput Comput Assist Interv. 2013.
PMID: 24505735
Item in Clipboard
Evaluating intensity normalization on MRIs of human brain with multiple sclerosis.
Shah M, Xiao Y, Subbanna N, Francis S, Arnold DL, Collins DL, Arbel T.
Shah M, et al. Among authors: subbanna n.
Med Image Anal. 2011 Apr;15(2):267-82. doi: 10.1016/j.media.2010.12.003. Epub 2010 Dec 25.
Med Image Anal. 2011.
PMID: 21233004
Item in Clipboard
IMaGe: Iterative Multilevel Probabilistic Graphical Model for Detection and Segmentation of Multiple Sclerosis Lesions in Brain MRI.
Subbanna N, Precup D, Arnold D, Arbel T.
Subbanna N, et al.
Inf Process Med Imaging. 2015;24:514-26. doi: 10.1007/978-3-319-19992-4_40.
Inf Process Med Imaging. 2015.
PMID: 26221699
Item in Clipboard
Probabilistic multiple sclerosis lesion classification based on modeling regional intensity variability and local neighborhood information.
Harmouche R, Subbanna NK, Collins DL, Arnold DL, Arbel T.
Harmouche R, et al. Among authors: subbanna nk.
IEEE Trans Biomed Eng. 2015 May;62(5):1281-92. doi: 10.1109/TBME.2014.2385635. Epub 2014 Dec 23.
IEEE Trans Biomed Eng. 2015.
PMID: 25546852
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The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS).
Menze BH, Jakab A, Bauer S, Kalpathy-Cramer J, Farahani K, Kirby J, Burren Y, Porz N, Slotboom J, Wiest R, Lanczi L, Gerstner E, Weber MA, Arbel T, Avants BB, Ayache N, Buendia P, Collins DL, Cordier N, Corso JJ, Criminisi A, Das T, Delingette H, Demiralp Ç, Durst CR, Dojat M, Doyle S, Festa J, Forbes F, Geremia E, Glocker B, Golland P, Guo X, Hamamci A, Iftekharuddin KM, Jena R, John NM, Konukoglu E, Lashkari D, Mariz JA, Meier R, Pereira S, Precup D, Price SJ, Raviv TR, Reza SM, Ryan M, Sarikaya D, Schwartz L, Shin HC, Shotton J, Silva CA, Sousa N, Subbanna NK, Szekely G, Taylor TJ, Thomas OM, Tustison NJ, Unal G, Vasseur F, Wintermark M, Ye DH, Zhao L, Zhao B, Zikic D, Prastawa M, Reyes M, Van Leemput K.
Menze BH, et al. Among authors: subbanna nk.
IEEE Trans Med Imaging. 2015 Oct;34(10):1993-2024. doi: 10.1109/TMI.2014.2377694. Epub 2014 Dec 4.
IEEE Trans Med Imaging. 2015.
PMID: 25494501
Free PMC article.
Review.
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