Worldwide, polypoidal choroidal vasculopathy (PCV) is a common visionthreatening exudative maculopathy, and pigment epithelium detachment (PED) is an important clinical characteristic. Thus, precise and efficient PED segmentation is necessary for PCV clinical diagnosis and treatment. We propose a dual-stage learning framework via deep neural networks (DNN) for automated PED segmentation in PCV patients to avoid issues associated with manual PED segmentation (subjectivity, manual segmentation errors, and high time consumption).The optical coherence tomography scans of fifty patients were quantitatively evaluated with different algorithms and clinicians. Dual-stage DNN outperformed existing PED segmentation methods for all segmentation accuracy parameters, including true positive volume fraction (85.74 ± 8.69%), dice similarity coefficient (85.69 ± 8.08%), positive predictive value (86.02 ± 8.99%) and false positive volume fraction (0.38 ± 0.18%). Dual-stage DNN achieves accurate PED quantitative information, works with multiple types of PEDs and agrees well with manual delineation, suggesting that it is a potential automated assistant for PCV management. 467-473 (1996). 6. J. D. Gass, S. B. Bressler, L. Akduman, J. Olk, P. J. Caskey, and L. E. Zimmerman, "Bilateral idiopathic multifocal retinal pigment epithelium detachments in otherwise healthy middle-aged adults: a clinicopathologic study," Retina 25(3), 304-310 (2005). 7. U. Schmidt-Erfurth, S. M. Waldstein, G. G. Deak, M. Kundi, and C. Simader, "Pigment epithelial detachment followed by retinal cystoid degeneration leads to vision loss in treatment of neovascular age-related macular degeneration," Ophthalmology 122(4), 822-832 (2015). 8. N. Nagai, M. Suzuki, A. Uchida, T. Kurihara, M. Kamoshita, S. Minami, H. Shinoda, K. Tsubota, and Y.Ozawa, "Non-responsiveness to intravitreal aflibercept treatment in neovascular age-related macular degeneration: implications of serous pigment epithelial detachment," Sci. 289-296 (2015).
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