Optimized Hounsfield Units Transformation for Explainable Temporal Stage-Specific Ischemic Stroke Classification in CT Imaging
A neural network-optimized framework with interpretability validation provides stage-specific stroke classification that achieves superior performance over static methods. Its pathophysiology-aligned parameter adaptation offers a clinically viable and transparent solution for emergency stroke assessment.
Authors
- Radwan Qasrawi (ORCID: https://orcid.org/0000-0001-8671-7026)
- Hamza Arjah (ORCID: https://orcid.org/0000-0002-1317-1592)
- Ibrahem Qdaih (ORCID: https://orcid.org/0009-0002-8206-2805)
- Suliman Thwib (ORCID: https://orcid.org/0009-0009-5085-3443)
- Ghada Issa (ORCID: https://orcid.org/0009-0006-4473-1405)
- Razan Abu Ghoush (ORCID: https://orcid.org/0009-0003-5128-2642)
Institutions
- Al-Quds Open University (PS)
- Al-Quds University (PS)
- Palestinian Hydrology Group (PS)
- Istinye University (TR)
Publication Details
- Journal
- Journal of Imaging
- Published
- 2025-11-28
- DOI
- https://doi.org/10.3390/jimaging11120423
- Primary Topic
- Acute Ischemic Stroke Management
- Type
- article
- Field-Weighted Citation Impact
- 0.00