Multi-Source Transfer Learning Via Multi-Kernel Support Vector Machine Plus for B-Mode Ultrasound-Based Computer-Aided Diagnosis of Liver Cancers

B-mode ultrasound (BUS) imaging is a routine tool for diagnosis of liver cancers, while contrast-enhanced ultrasound (CEUS) provides additional information to BUS on the local tissue vascularization and perfusion to promote diagnostic accuracy. In this work, we propose to improve the BUS-based compu...

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Veröffentlicht in:	IEEE journal of biomedical and health informatics 2021-10, Vol.25 (10), p.3874-3885
Hauptverfasser:	Zhang, Huili, Guo, Lehang, Wang, Dan, Wang, Jun, Bao, Lili, Ying, Shihui, Xu, Huixiong, Shi, Jun
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Cancer Computer Science Computer Science, Information Systems Computer Science, Interdisciplinary Applications Diagnosis Domains Hyperplanes Imaging Kernel Kernels Knowledge management Labels Life Sciences & Biomedicine Liver Liver cancer Machine learning Mathematical & Computational Biology Medical diagnosis Medical imaging Medical Informatics multi-source transfer learning multiple kernel learning Nonparallel hyperplane support vector machine plus Perfusion Science & Technology Support vector machines Task analysis Technology Transfer learning Ultrasonic imaging Ultrasound ultrasound imaging Vascularization
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