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Enhanced Brain Tumor Segmentation On BraTS2020 Using Attention U-Net With 3D Augmentation and Deep Supervision by International Journal of Innovative Science and Research Technology is a document available to read on EtoBox.

This document presents a novel framework for brain tumor segmentation using Attention U-Net, integrating 3D augmentation and deep supervision to enhance the delineation of glioblastoma subregions from multimodal MRI. The proposed method achieves superior performance metrics, including an Enhancing Tumor Dice of 0.847 and a Tumor Core Hausdorff Distance of 1.79 mm, outperforming existing methods while reducing the manual annotation burden. The study emphasizes the importance of uncertainty quantification and

Author

International Journal of Innovative Science and Research Technology

Language

EN