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从目光到洞察力:桥梁人类视觉注意力和视觉语言模型解释为弱监督医疗图像细分的解释

Jingkun Chen, Haoran Duan, Xiao Zhang

    IEEE transactions on medical imaging
    |October 6, 2025
    PubMed
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    这项研究引入了医疗图像细分的新型教师-学生框架,有效地结合了临床医生的目光数据和视觉语言模型 (VLMs). 这种方法可以提高细分的准确性,而不会增加注释成本,从而改善诊断AI系统.

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    Light enters the eye through the cornea, a transparent, dome-shaped surface covering the surface of the eyeball that helps to direct and focus incoming light. This light is then channeled toward the pupil, an adjustable opening whose size is controlled by the iris. The iris, a pigmented muscle, regulates the amount of light entering the eye by contracting or dilating the pupil, thereby ensuring optimal light levels for clear vision.
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