most citedRICAU-Net: Residual-block Inspired Coordinate Attention U-Net for Segmentation of Small and Sparse Calcium Lesions in Cardiac CT

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cs.CV2025

Challenges in Deep Learning-Based Small Organ Segmentation: A Benchmarking Perspective for Medical Research with Limited Datasets

Phongsakon Mark Konrad, Andrei-Alexandru Popa, Yaser Sabzehmeidani +5

Accurate segmentation of carotid artery structures in histopathological images is vital for cardiovascular disease research. This study systematically evaluates ten deep learning s…

cs.CV2025

Uncertainty-Based Ensemble Learning in CMR Semantic Segmentation

Yiwei Liu, Liang Zhong, Lingyi Wen +1

Existing methods derive clinical functional metrics from ventricular semantic segmentation in cardiac cine sequences. While performing well on overall segmentation, they struggle w…