Cross-cohort federated learning for pediatric abdominal adipose tissue segmentation and quantification using free-breathing 3D MRI

By afschroeder • February 20, 2026

Zhang W, Kafali SG, Adamos T, Kuwahara K, Dong A, Li J, Shih SF, Delgado-Esbenshade T, Chowdhury S, Loong S, Moretz J, Barnes SR, Li Z, Ghahremani S, Calkins KL, Wu HH. Cross-cohort federated learning for pediatric abdominal adipose tissue segmentation and quantification using free-breathing 3D MRI. Radiol Adv. 2026 Jan 19;3(1):umag002. doi: 10.1093/radadv/umag002. PMID: 41717043; PMCID: PMC12916172.

Tags: Adipose tissue, Clinical Nutrition, federated learning, General Internal Medicine, Magnetic resonance imaging, pediatric obesity, Publications, segmentation, Veterans Administration

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