Identifying Solitary Granulomatous Nodules from Solid Lung Adenocarcinoma: Exploring Robust Image Features with Cross-Domain Transfer Learning.

Bao FengXiangmeng ChenYehang ChenTianyou YuXiaobei DuanKunfeng LiuKunwei LiZaiyi LiuHuan LinSheng LiXiaodong ChenYuting KeZhi LiEn-Ming CuiWansheng LongXueguo Liu

Published in: Cancers (2023)

The TLRM could assist physicians in preoperatively differentiating LGN from LAC in SPSNs. Furthermore, compared with other images, cross-domain transfer learning can extract robust image features when using lung whole slide images as source domain data and has a better effect.

Keyphrases

deep learning
convolutional neural network
primary care
optical coherence tomography
artificial intelligence
machine learning
big data
computed tomography
magnetic resonance imaging
rheumatoid arthritis
anti inflammatory
interstitial lung disease
data analysis
idiopathic pulmonary fibrosis