Fitness & Nutrition News

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fitness 16 hours ago

Efficient cardiac MRI multi-structure segmentation for cardiovascular assessment with limited annotation by integrating data-level and network-level consistency

Accurate segmentation of anatomical structures in cardiac magnetic resonance imaging (MRI) plays an irreplaceable role in the clinical management of cardiovascular diseases, serving as a cornerstone for precise diagnosis, individualized treatment planning, and long-term prognosis assessment. Although deep learning techniques have demonstrated promising performance in achieving automatic segmentation of cardiac MRI anatomical structures, their heavy reliance on large-scale labeled datasets for model training presents notable challenges in the field of cardiac imaging, as the annotations can only be provided by medical specialists with extensive experience. Against this backdrop, this work proposes a mutual ensemble framework integrating data-level and network-level consistency for semi-supervised learning to utilize limited labeled and abundant unlabeled data. Extensive experiments demonstrate that our approach can successfully harness unlabeled data to improve performance, outperforming existing segmentation methods under the same conditions.

fitness 16 hours ago

Good news for joints

Scientists at Stanford University Medicine (USA) are researching a treatment that could reverse cartilage loss in ageing and injured joints.

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fitness 17 hours ago

Is there a solution? International Women’s Day, 2026

Plight of Indian elderly women - Is there a solution? International Women’s Day, 2026 - Dr Mangala Borkar There are approximately 7.1 crore elderly women in India. • Data from the Longitudinal Ageing Survey ... Get Latest News on Aurangabad only on lokmattimes.com

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