Data for the G7 countries in 2022. by Luis Alberiko Gil-Alana (14659817)

“…The results indicate that only France displays a significant negative trend and thus a continuous decrease in the level of alcohol consumption. …”

Time series plots: Alcohol consumption. by Luis Alberiko Gil-Alana (14659817)

“…The results indicate that only France displays a significant negative trend and thus a continuous decrease in the level of alcohol consumption. …”

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

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

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

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

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

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

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

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

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Average Saliency Map Results. by Muhammad Zubair (728141)

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

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

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

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

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

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

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

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

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