Medical Transformer: Universal Encoder for 3-D Brain MRI Analysis

Transfer learning has attracted considerable attention in medical image analysis because of the limited number of annotated 3-D medical datasets available for training data-driven deep learning models in the real world. We propose Medical Transformer, a novel transfer learning framework that effecti...

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Veröffentlicht in:	IEEE transaction on neural networks and learning systems 2024-12, Vol.35 (12), p.17779-17789
Hauptverfasser:	Jun, Eunji, Jeong, Seungwoo, Heo, Da-Woon, Suk, Heung-Il
Format:	Artikel
Sprache:	eng
Schlagworte:	Brain age prediction brain disease diagnosis Brain modeling brain tumor segmentation deep learning Magnetic resonance imaging Medical diagnostic imaging medical image analysis Solid modeling structural MRI (sMRI) Task analysis Transfer learning transformer Transformers
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