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"The key challenges of this task stem from the sheer size of the image collection and a relatively small training database, which includes genetically modified mouse embryos, where the phenotype of the analysed structures differs from the norm. " With a median accuracy of 84. 4 percent, the segmentation system was able to segment the cartilaginous nasal capsule to a median of 84. 4 percent. From approximately 8 h required for manual segmentation to just 130 s per sample, the time required for segmentation of new samples shortened. "This will greatly accelerate the throughput of u03bcCT-based skeletal analysis of cartilaginous skeletal elements in animal models of developmental diseases. ".
Source link: https://doi.org/10.1038/s41598-022-12329-8
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