Centralized Space Learning for open-set computer-aided diagnosis

Abstract In computer-aided diagnosis (CAD), diagnosing untrained diseases as known categories will cause serious medical accidents, which makes it crucial to distinguish the new class (open set) meanwhile preserving the known classes (closed set) performance so as to enhance the robustness. However,...

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Bibliographic Details
Main Authors: Zhongzhi Yu, Yemin Shi
Format: Article
Language:English
Published: Nature Portfolio 2023-01-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-28589-x