Advanced dynamic ensemble framework with explainability driven insights for precision brain tumor classification across datasets

Advanced dynamic ensemble framework with explainability driven insights for precision brain tumor classification across datasets

Abstract Accurate detection of brain tumors remains a significant challenge due to the diversity of tumor types along with human interventions during diagnostic process. This study proposes a novel ensemble deep learning system for accurate brain tumor classification using MRI data. The proposed sys...

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Bibliographic Details
Main Authors: Retinderdeep Singh, Sheifali Gupta, Ashraf Osman Ibrahim, Lubna A. Gabralla, Salil Bharany, Ateeq Ur Rehman, Seada Hussen
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Brain tumor
EfficientNet
ResNet
Ensemble model
Dynamic weights
Explainable AI
Online Access:https://doi.org/10.1038/s41598-025-14917-w
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https://doi.org/10.1038/s41598-025-14917-w

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