多器官细分:在稀缺的注释下逐步探索学习范式
Shiman Li1, Haoran Wang1, Yucong Meng1
1Digital Medical Research Center, School of Basic Medical Science, Fudan University, Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai 200032, People's Republic of China.
Physics in medicine and biology
|March 13, 2024
概括
由于数据稀缺,对器官细分进行医学图像的注释具有挑战性. 本研究回顾了注释效率高的深度学习方法,如转移学习和半监督学习,用于多器官细分.
科学领域:
- 医疗图像分析 医学图像分析
- 计算机辅助诊断是一种计算机辅助的诊断.
- 放射治疗治疗计划 放射治疗治疗计划
背景情况:
- 精确的多器官细分对于医疗应用至关重要.
- 深度学习显示出希望,但受到有限的注释数据的阻碍.
- 高质量的注释是昂贵的,而且很难获得.
研究的目的:
- 审查用于多器官细分的注释效率高的学习范式.
- 详细阐述转移学习,半监督学习和部分监督学习.
- 讨论该领域的挑战和未来趋势.
主要方法:
- 对现有文献进行全面的审查.
- 系统地制定注释效率高的方法.
- 深度学习方法的技术和方法分析.
主要成果:
- 深度学习模型与稀缺的多器官注释作斗争.
- 转移学习,半监督学习和部分监督学习是关键策略.
- 这些方法解决了医疗图像细分中的数据稀缺问题.
结论:
- 有效学习对于推进多器官细分至关重要.
- 需要进一步的研究来克服当前的挑战.
- 未来的趋势集中在改善模型性能,而数据有限.
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