Explainable human‐in‐the‐loop healthcare image information quality assessment and selection

نویسندگان

چکیده

Smart healthcare applications cannot be separated from data analysis and the interactive interpretability between model. A human-in-the-loop active learning approach is introduced to reduce cost of labelling by evaluating information quality unlabelled medical then screening high informative samples. Specifically, focused on extracted feature tensor images, a new evaluation metric was proposed, called local distance. Then, whole distance two images can obtained seeking optimal matching correlation based spatial traversal. Further, entropy (FIDE) method proposed perspective distribution, which outperformed other related works. Many comparison ablation experiments were carried out; results showed that well distinguish samples even facing different datasets. The stability, robustness, generalisation verified. Thus, this study provides some inspirations for efficient management, such as eliminating redundancy selective annotation.

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ژورنال

عنوان ژورنال: CAAI Transactions on Intelligence Technology

سال: 2023

ISSN: ['2468-2322', '2468-6557']

DOI: https://doi.org/10.1049/cit2.12253