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Updated: Feb 1, 2026

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MIL-Adapter:将多个实例学习和视觉语言适配器结合起来,用于几次拍摄的幻灯片级分类

Pablo Meseguer1, Rocío Del Amor2, Valery Naranjo2

  • 1organization=Instituto Universitario de Investigación e Innovación en Tecnología Centrada en el Ser Humano, HUMAN-tech, Universitat Politècnica de València, city=Valencia, country=Spain.

Medical image analysis
|January 30, 2026
PubMed
概括

MIL-Adapter通过将多个实例学习 (MIL) 与视觉语言模型 (VLMs) 结合起来来增强计算病理学,以准确地进行少数镜头幻灯片分类. 这种方法通过利用文本合体学习来改善癌症诊断,以获得更好的零射击预测.

关键词:
有几次射击学习学习.多个实例的学习是多个实例的学习.幻灯片级别的分类.文本组合学习学习 文本组合学习视觉语言适配器

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