Osaka University · Faculty of Medicine / Graduate School of Medical Sciences

Research keywordsophthalmic AI・corneal disease classification・anterior segment imaging・smartphone ophthalmology・ocular oncology・oculoplastic surgery・GPT-4V in ophthalmology・deep learning triage

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• Deep Learning-Based Diagnostic Model for Ocular Surface Neoplastic Diseases2026 · American Journal of Ophthalmology 2026年6月 研究論文（学術雑誌）
• YOLOv5 Attention Analysis for Anterior Eye Disease Classification: Grad-CAM++ Feature Importance and Cut-and-Paste Validation2025 · Journal of Imaging Informatics in Medicine 2025年10月13日 研究論文（学術雑誌）
• Postoperative outcomes of biopsy versus debulking surgery for immunoglobulin G4-related ophthalmic disease: a retrospective comparative study.2025 · Japanese journal of ophthalmology Vol. 69 No. 2 p. 203-213 2025年3月 研究論文（学術雑誌）
• Safety and aesthetic outcomes of silicone buckles as an implant for anophthalmic sockets: a decade of experience in Japan.2025 · Japanese journal of ophthalmology Vol. 69 No. 2 p. 214-220 2025年3月 研究論文（学術雑誌）

• 深層学習を用いた甲状腺眼症の顔写真診断支援システムの作成

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