Journal of imaging informatics in medicine
Apr 2, 2026
This study proposes a Residual Conditional Variational Autoencoder model (ResCVAE-Harmonizer) that integrates batch information and clinical covariates for multi-center feature harmonization and systematically and comprehensively evaluates its harmon... read more
Journal of imaging informatics in medicine
Apr 2, 2026
Accurate segmentation of thyroid nodules from ultrasound images is critical for clinical diagnosis and treatment, as manual analysis is labor-intensive and subject to inter-observer variability. However, existing models often struggle with edge detai... read more
Journal of imaging informatics in medicine
Apr 2, 2026
The aim of this study is to develop and evaluate the performance of a two-stage deep learning-based artificial intelligence framework for the automatic segmentation and etiological classification of pleural effusion from noncontrast thoracic computed... read more
Detection of early hepatocellular carcinoma (eHCC) is important for timely treatment and improved prognosis. However, it is challenging to distinguish eHCC from pre-malignant high-grade dysplastic nodules (HGDN). Here we developed an artificial intel... read more
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