Cross-domain subcortical brain structure segmentation algorithm based on low-rank adaptation fine-tuning SAM

Abstract Purpose Accurate and robust segmentation of anatomical structures in brain MRI provides a crucial basis for the subsequent observation, analysis, and treatment planning of various brain diseases. Deep learning foundation models trained and designed on large-scale natural scene image dataset...

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Hlavní autoři:	Yuan Sui, Qian Hu, Yujie Zhang
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	BMC 2025-07-01
Edice:	BMC Medical Imaging
Témata:	Subcortical structure segmentation Cross-domain adaption Fine-tuning SAM Low-rank adaptation
On-line přístup:	https://doi.org/10.1186/s12880-025-01779-x
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