Diagnosis of Salivary Gland Tumors Using Transfer Learning with Fine-Tuning and Gradual Unfreezing

Diagnosis of Salivary Gland Tumors Using Transfer Learning with Fine-Tuning and Gradual Unfreezing

Ultrasound is the primary tool for evaluating salivary gland tumors (SGTs); however, tumor diagnosis currently relies on subjective features. This study aimed to establish an objective ultrasound diagnostic method using deep learning. We collected 446 benign and 223 malignant SGT ultrasound images i...

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Bibliographic Details
Main Authors: Ping-Chia Cheng, Hui-Hua Kenny Chiang
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:Diagnostics
Subjects:
salivary gland tumor
ultrasound
deep learning
convolutional neural network
transfer learning
gradient-weighted class activation mapping (Grad-CAM)
Online Access:https://www.mdpi.com/2075-4418/13/21/3333

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https://www.mdpi.com/2075-4418/13/21/3333

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