The Ischemic Stroke Lesion Segmentation Challenge (ISLES)'24 Dataset: A Multimodal Stroke Imaging Dataset with

Evamaria Olga Riedel1, Ezequiel de la Rosa2, The Anh Baran1

  • 1Department of Diagnostic and Interventional Neuroradiology, School of Medicine and Health, TUM Klinikum Rechts der Isar, Technical University of Munich, Ismaninger Strasse 22, Munich 81675, Germany.

Insights

This study introduces a new dataset combining CT and MRI scans for stroke patients. This resource aids in developing AI tools to better predict stroke evolution and improve patient care after treatment.

Area of Science:

  • Neurology
  • Medical Imaging
  • Artificial Intelligence

Background:

  • Stroke is a significant global health issue, with outcomes improving due to advanced imaging and reperfusion therapies.
  • Current imaging methods for estimating stroke lesion size have limitations, impacting treatment decisions.
  • While AI shows promise in stroke lesion detection, clinical application needs large, well-annotated datasets, particularly those combining different imaging modalities.

Purpose of the Study:

  • To address the limited availability of datasets pairing acute CT with follow-up MRI in stroke patients.
  • To provide a publicly accessible dataset for analyzing infarct evolution.
  • To support the development of AI models for postinterventional stroke care.

Main Methods:

  • Compiled a dataset combining hyperacute CT scans (within 24 hours of onset) with acute postinterventional MRI scans (2-9 days post-reperfusion).
  • Included follow-up clinical data for up to 3 months post-stroke.
  • Ensured data compatibility for analyzing infarct progression and AI model training.

Main Results:

  • A novel, publicly available dataset has been created.
  • The dataset integrates multimodal imaging (CT and MRI) with clinical follow-up.
  • Facilitates research into infarct evolution and AI development in stroke.

Conclusions:

  • The new dataset bridges a critical gap in stroke research data.
  • It enables detailed analysis of infarct changes over time.
  • Supports advancements in AI-driven stroke management and patient outcomes.
Abstract

No abstract available in PubMed .

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