Architecture of Multi-Layer U-Net Model. حسب Muhammad Zubair (728141)

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GM Mask image count after preprocessing. حسب Muhammad Zubair (728141)

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Proposed Multi-Layer U-Net model for gray matter segmentation. حسب Muhammad Zubair (728141)

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Gray Matter segmentation results using the proposed Multi-layer U-Net Model. حسب Muhammad Zubair (728141)

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Gray matter segmentation results using the Attention U-Net model. حسب Muhammad Zubair (728141)

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Gray matter segmented views of the brain. حسب Muhammad Zubair (728141)

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Performance metrics of the standard U-Net (Vanilla U-Net) for the brain segmentation. حسب Muhammad Zubair (728141)

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Architecture of Multi-EfficientNet. حسب Muhammad Zubair (728141)

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Average Saliency Map Results. حسب Muhammad Zubair (728141)

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Visual comparison of Brain segmentation results. حسب Muhammad Zubair (728141)

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Comparative evaluation of gray matter segmentation using Multi-Layer U-Net, Vanilla U-Net, Attention U-Net, and state-of-the-art methods. The results of the proposed model are calc... حسب Muhammad Zubair (728141)

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ROC curve for the proposed Classification model across AD, MCI, and CN. حسب Muhammad Zubair (728141)

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Proposed hybrid framework for Alzheimer’s disease classification. حسب Muhammad Zubair (728141)

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Confusion Metrics: Presenting classification results on the test set. حسب Muhammad Zubair (728141)

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XAI Saliency map visualization for the proposed model. حسب Muhammad Zubair (728141)

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Original 2D MRI views of the brain. حسب Muhammad Zubair (728141)

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Summary of recent Alzheimer’s classification studies. حسب Muhammad Zubair (728141)

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SVM Hyperparameter Tuning Results Using Grid Search. حسب Muhammad Zubair (728141)

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Original dataset composition (Raw from ADNI). حسب Muhammad Zubair (728141)

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Class-wise performance on the test set. حسب Muhammad Zubair (728141)

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