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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...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Retinderdeep Singh, Sheifali Gupta, Ashraf Osman Ibrahim, Lubna A. Gabralla, Salil Bharany, Ateeq Ur Rehman, Seada Hussen
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Portfolio 2025-08-01
Schriftenreihe:Scientific Reports
Schlagworte:
Brain tumor
EfficientNet
ResNet
Ensemble model
Dynamic weights
Explainable AI
Online-Zugang:https://doi.org/10.1038/s41598-025-14917-w
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