Automatic Medical Report Generation: Methods and Applications
The increasing demand for medical imaging has surpassed the capacity of available radiologists, leading to diagnostic delays and potential misdiagnoses. Artificial intelligence (AI) techniques, particularly in automatic medical report generation (AMRG), offer a promising solution to this dilemma. Th...
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Main Authors | , , , , |
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Format | Journal Article |
Language | English |
Published |
25.08.2024
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Subjects | |
Online Access | Get full text |
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Summary: | The increasing demand for medical imaging has surpassed the capacity of
available radiologists, leading to diagnostic delays and potential
misdiagnoses. Artificial intelligence (AI) techniques, particularly in
automatic medical report generation (AMRG), offer a promising solution to this
dilemma. This review comprehensively examines AMRG methods from 2021 to 2024.
It (i) presents solutions to primary challenges in this field, (ii) explores
AMRG applications across various imaging modalities, (iii) introduces publicly
available datasets, (iv) outlines evaluation metrics, (v) identifies techniques
that significantly enhance model performance, and (vi) discusses unresolved
issues and potential future research directions. This paper aims to provide a
comprehensive understanding of the existing literature and inspire valuable
future research. |
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DOI: | 10.48550/arxiv.2408.13988 |