Deep learning assisted contrast-enhanced CT-based diagnosis of cervical lymph node metastasis of oral cancer: a retrospective study of 1466 cases.
Xiaoshuai XuLinlin XiLili WeiLuping WuYuming XuBailve LiuBo LiKe LiuGaigai HouHao LinZhe ShaoKehua SuZheng-Jun ShangPublished in: European radiology (2022)
• Lymph node metastasis is not well recognized with modern medical imaging tools. • Transfer learning can improve the accuracy of deep learning model prediction. • Deep learning can aid the accurate identification of lymph node metastasis.
Keyphrases
- lymph node metastasis
- deep learning
- contrast enhanced
- magnetic resonance imaging
- diffusion weighted
- squamous cell carcinoma
- computed tomography
- papillary thyroid
- artificial intelligence
- magnetic resonance
- convolutional neural network
- high resolution
- diffusion weighted imaging
- dual energy
- machine learning
- healthcare
- positron emission tomography
- mass spectrometry
- bioinformatics analysis