Intelligent Analysis of Fundus Images: Methods and Applications

This comprehensive compendium designs deep neural network models and systems for intelligent analysis of fundus imaging. In response to several blinding fundus diseases such as Retinopathy of Prematurity (ROP), Diabetic Retinopathy (DR) and Macular Edema (ME), different image acquisition devices and fundus image analysis tasks are elaborated.From the actual fundus disease analysis tasks, various deep neural network models and experimental results are constructed and analyzed. For each task, an actual system for clinical application is developed.This useful reference text provides theoretical and experimental reference basis for AI researchers, system engineers of intelligent medicine and ophthalmologists.

這本全面的彙編設計了深度神經網絡模型和系統，用於對眼底影像進行智能分析。針對幾種導致失明的眼底疾病，如早產兒視網膜病變（ROP）、糖尿病視網膜病變（DR）和黃斑水腫（ME），詳細介紹了不同的影像獲取設備和眼底影像分析任務。從實際的眼底疾病分析任務中，構建並分析了各種深度神經網絡模型和實驗結果。對於每個任務，都開發了一個用於臨床應用的實際系統。這本有用的參考書為人工智能研究人員、智能醫學系統工程師和眼科醫生提供了理論和實驗參考基礎。