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在全景放射学中以注意引导的下骨病变诊断,使用最小的标签努力

Minseon Gwak1, Jong Pil Yun2,3, Ji Yun Lee4

  • 1Department of Electrical Engineering, Pohang University of Science and Technology, Pohang, 37673, Republic of Korea.

Scientific reports
|February 29, 2024
PubMed
概括

这项研究引入了一个注意力指导框架,用于使用部分标记的医学图像来诊断骨病理. 即使是5%的注意力标记数据也显著提高了诊断准确性,为高效的AI模型开发提供了实际解决方案.

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相关概念视频

Classification of Bones01:18

Classification of Bones

The bones of the human skeletal system are of varied shapes, sizes, and functions. They can be classified based on their shape and function into four major classes: long bones, short bones, flat bones, and irregular bones. Some classifications include a fifth type, the sesamoid bones, as a separate class, whereas others categorize them under short bones.
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The long...