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Federated Learning for Multicenter Collaboration in Ophthalmology: Improving Classification Performance in Retinopathy of Prematurity.
Lu C, Hanif A, Singh P, Chang K, Coyner AS, Brown JM, Ostmo S, Chan RVP, Rubin D, Chiang MF, Campbell JP, Kalpathy-Cramer J; Imaging and Informatics in Retinopathy of Prematurity Consortium Members of the Imaging and Informatics in Retinopathy of Prematurity research consortium are as follows. Lu C, et al. Among authors: chang k. Ophthalmol Retina. 2022 Aug;6(8):657-663. doi: 10.1016/j.oret.2022.02.015. Epub 2022 Mar 14. Ophthalmol Retina. 2022. PMID: 35296449
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. Among authors: chang k. JAMA Ophthalmol. 2018 Jul 1;136(7):803-810. doi: 10.1001/jamaophthalmol.2018.1934. JAMA Ophthalmol. 2018. PMID: 29801159 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. 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. Neuro Oncol. 2019 Nov 4;21(11):1412-1422. doi: 10.1093/neuonc/noz106. Neuro Oncol. 2019. PMID: 31190077 Free PMC article.
DeepNeuro: an open-source deep learning toolbox for neuroimaging.
Beers A, Brown J, Chang K, Hoebel K, Patel J, Ly KI, Tolaney SM, Brastianos P, Rosen B, Gerstner ER, Kalpathy-Cramer J. Beers A, et al. Among authors: chang k. Neuroinformatics. 2021 Jan;19(1):127-140. doi: 10.1007/s12021-020-09477-5. Neuroinformatics. 2021. PMID: 32578020 Free PMC article.
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