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From Pixels to Prognosis

2025·0 Zitationen
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6

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2025

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Abstract

This chapter reviews the groundbreaking domain of medical image synthesis, analysing its key impact on modern medicine, associated challenges, as well as the technological progresses powering its implementation. It provides a structured view of the field by focusing on key issues such as data limitations, interpretability, and fairness, as well as its evaluation metrics and approaches. Case studies in neuroimaging and radiation therapy help in displaying its potential to radically change clinical workflows, tailor treatment, and improve diagnostic precision. This chapter shows the potential of artificial intelligence in the healthcare domain and emphasizes the importance of carefully combining synthesis approaches to improve patient outcomes and advance medical innovation.

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Radiomics and Machine Learning in Medical ImagingArtificial Intelligence in Healthcare and EducationMedical Imaging and Analysis
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