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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

G. Zaharchuk

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Aug 2026

Deep Learning-Based Enhancement of Already Diagnostic-Quality MRI for Alzheimer's Disease Classification: Effects on Model Performance and Training Data Requirements.

BACKGROUND Deep learning (DL)-based image enhancement is widely used to improve suboptimal medical imaging. Whether it also benefits diagnostic-quality MRI in downstream task performance and data-efficiency remains unclear. PURPOSE To investigate the impact of DL-based enhancement applied to diagnostic quality struct...

Zheng Zhang, Zechen Zhou, Lei Xiang et al. · 1 citation

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