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Distributed deep learning networks among institutions for medical imaging.
Chang K, Balachandar N, Lam C, Yi D, Brown J, Beers A, Rosen B, Rubin DL, Kalpathy-Cramer J. Chang K, et al. Among authors: brown j. J Am Med Inform Assoc. 2018 Aug 1;25(8):945-954. doi: 10.1093/jamia/ocy017. J Am Med Inform Assoc. 2018. PMID: 29617797 Free PMC article.
Automated Diagnosis of Plus Disease in Retinopathy of Prematurity Using Deep Convolutional Neural Networks.
Brown JM, Campbell JP, Beers A, Chang K, Ostmo S, Chan RVP, Dy J, Erdogmus D, Ioannidis S, Kalpathy-Cramer J, Chiang MF; Imaging and Informatics in Retinopathy of Prematurity (i-ROP) Research Consortium. Brown JM, et al. JAMA Ophthalmol. 2018 Jul 1;136(7):803-810. doi: 10.1001/jamaophthalmol.2018.1934. JAMA Ophthalmol. 2018. PMID: 29801159 Free PMC article.
ISLES 2016 and 2017-Benchmarking Ischemic Stroke Lesion Outcome Prediction Based on Multispectral MRI.
Winzeck S, Hakim A, McKinley R, Pinto JAADSR, Alves V, Silva C, Pisov M, Krivov E, Belyaev M, Monteiro M, Oliveira A, Choi Y, Paik MC, Kwon Y, Lee H, Kim BJ, Won JH, Islam M, Ren H, Robben D, Suetens P, Gong E, Niu Y, Xu J, Pauly JM, Lucas C, Heinrich MP, Rivera LC, Castillo LS, Daza LA, Beers AL, Arbelaezs P, Maier O, Chang K, Brown JM, Kalpathy-Cramer J, Zaharchuk G, Wiest R, Reyes M. Winzeck S, et al. Among authors: brown jm. Front Neurol. 2018 Sep 13;9:679. doi: 10.3389/fneur.2018.00679. eCollection 2018. Front Neurol. 2018. PMID: 30271370 Free PMC article.
Evaluation of a deep learning image assessment system for detecting severe retinopathy of prematurity.
Redd TK, Campbell JP, Brown JM, Kim SJ, Ostmo S, Chan RVP, Dy J, Erdogmus D, Ioannidis S, Kalpathy-Cramer J, Chiang MF; Imaging and Informatics in Retinopathy of Prematurity (i-ROP) Research Consortium. Redd TK, et al. Among authors: brown jm. Br J Ophthalmol. 2018 Nov 23:bjophthalmol-2018-313156. doi: 10.1136/bjophthalmol-2018-313156. Online ahead of print. Br J Ophthalmol. 2018. PMID: 30470715 Free PMC article.
Automated Fundus Image Quality Assessment in Retinopathy of Prematurity Using Deep Convolutional Neural Networks.
Coyner AS, Swan R, Campbell JP, Ostmo S, Brown JM, Kalpathy-Cramer J, Kim SJ, Jonas KE, Chan RVP, Chiang MF; Imaging and Informatics in Retinopathy of Prematurity Research Consortium. Coyner AS, et al. Among authors: brown jm. Ophthalmol Retina. 2019 May;3(5):444-450. doi: 10.1016/j.oret.2019.01.015. Epub 2019 Jan 31. Ophthalmol Retina. 2019. PMID: 31044738 Free PMC article.
Automatic assessment of glioma burden: a deep learning algorithm for fully automated volumetric and bidimensional measurement.
Chang K, Beers AL, Bai HX, Brown JM, Ly KI, Li X, Senders JT, Kavouridis VK, Boaro A, Su C, Bi WL, Rapalino O, Liao W, Shen Q, Zhou H, Xiao B, Wang Y, Zhang PJ, Pinho MC, Wen PY, Batchelor TT, Boxerman JL, Arnaout O, Rosen BR, Gerstner ER, Yang L, Huang RY, Kalpathy-Cramer J. Chang K, et al. Among authors: brown jm. Neuro Oncol. 2019 Nov 4;21(11):1412-1422. doi: 10.1093/neuonc/noz106. Neuro Oncol. 2019. PMID: 31190077 Free PMC article.
Classification and comparison via neural networks.
Yıldız İ, Tian P, Dy J, Erdoğmuş D, Brown J, Kalpathy-Cramer J, Ostmo S, Peter Campbell J, Chiang MF, Ioannidis S. Yıldız İ, et al. Among authors: brown j. Neural Netw. 2019 Oct;118:65-80. doi: 10.1016/j.neunet.2019.06.004. Epub 2019 Jun 19. Neural Netw. 2019. PMID: 31254769 Free PMC article.
A Quantitative Severity Scale for Retinopathy of Prematurity Using Deep Learning to Monitor Disease Regression After Treatment.
Gupta K, Campbell JP, Taylor S, Brown JM, Ostmo S, Chan RVP, Dy J, Erdogmus D, Ioannidis S, Kalpathy-Cramer J, Kim SJ, Chiang MF; Imaging and Informatics in Retinopathy of Prematurity Consortium. Gupta K, et al. Among authors: brown jm. JAMA Ophthalmol. 2019 Sep 1;137(9):1029-1036. doi: 10.1001/jamaophthalmol.2019.2442. JAMA Ophthalmol. 2019. PMID: 31268499 Free PMC article.
Monitoring Disease Progression With a Quantitative Severity Scale for Retinopathy of Prematurity Using Deep Learning.
Taylor S, Brown JM, Gupta K, Campbell JP, Ostmo S, Chan RVP, Dy J, Erdogmus D, Ioannidis S, Kim SJ, Kalpathy-Cramer J, Chiang MF; Imaging and Informatics in Retinopathy of Prematurity Consortium. Taylor S, et al. Among authors: brown jm. JAMA Ophthalmol. 2019 Sep 1;137(9):1022-1028. doi: 10.1001/jamaophthalmol.2019.2433. JAMA Ophthalmol. 2019. PMID: 31268518 Free PMC article.
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