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Optimization of brain MRI preprocessing using parallel computing for efficient brain tumour classification | Synapse
March 3, 2026
Optimization of brain MRI preprocessing using parallel computing for efficient brain tumour classification
LM
Lesia I. Mochurad
KM
Khrystyna Melnychuk
YM
Yulianna Mochurad
Key Points
Tumour classification accuracy improves with optimized brain MRI preprocessing techniques and parallel computing.
The model achieves a significant decrease in processing time, with reductions up to 50% in certain tasks.
Observational analysis utilizes advanced image preprocessing and parallel computing to enhance MRI data handling.
This method highlights the potential for faster and more accurate diagnosis in clinical settings, addressing time constraints.
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Mochurad et al. (Tue,) studied this question.
synapsesocial.com/papers/69a76070c6e9836116a2d305
https://doi.org/https://doi.org/10.1007/s11227-026-08282-2