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English(EN) GlaKG: A Biomarker-Centric Fundus Knowledge Graph for Explainable Glaucoma Diagnosis and Risk Assessment

AI框架通过可解释推理和多模态数据增强青光眼诊断

作者 PulseAugur 编辑部 · [3 个来源] ·

研究人员开发了先进的青光眼诊断AI框架，旨在改进不透明的深度学习模型。GlaKG利用知识图谱，通过整合生物标志物、临床规则和图像特征来提供可追溯的推理，在分类和风险分层方面实现了高精度。GlaBoost采用多模态梯度提升方法，结合眼底图像嵌入、基于文本的评估和结构化生物标志物，以增强可解释的预测。另一个框架使用带有堆叠集成（stacking ensemble）的Vision Transformer (ViT)来处理眼底图像和临床数据，在样本级和患者级检测方面均表现出强大性能，并提供了一个用于筛查的已部署的Web平台。 AI

影响 这些框架提供了更具可解释性和准确性的AI驱动诊断工具，有望改善眼科患者的治疗效果。

排序理由 该集群包含三篇在arXiv上发表的研究论文，详细介绍了用于医学诊断的新型AI框架。

在 arXiv cs.LG 阅读 →

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AI框架通过可解释推理和多模态数据增强青光眼诊断

报道来源 [3]

  1. arXiv cs.LG TIER_1 English(EN) · Cheng Huang, Jia Zhang, Yi Jiang, Yang Liu, Karanjit Kooner, Yadi Liu, Tsengdar Lee, Yang Xie, Wenqi Shi, Guanghua Xiao ·

    GlaKG: A Biomarker-Centric Fundus Knowledge Graph for Explainable Glaucoma Diagnosis and Risk Assessment

    arXiv:2607.04673v1 Announce Type: cross Abstract: Glaucoma is a leading cause of irreversible blindness worldwide, yet most automated diagnosis systems rely on opaque deep-learning models that offer little clinical interpretability. We present GlaKG, a biomarker-centric fundus kn…

  2. arXiv cs.LG TIER_1 English(EN) · Cheng Huang, Zeyu Han, Weizheng Xie, Karanjit Kooner, Tsengdar Lee, Jui-Kai Wang, Jia Zhang ·

    GlaBoost: A Multimodal Structured Framework for Glaucoma Risk Stratification

    arXiv:2508.03750v2 Announce Type: replace Abstract: Early and accurate glaucoma detection is critical to prevent irreversible vision loss, yet existing AI methods often rely on unimodal inputs and lack interpretability. We present GlaBoost, a multimodal gradient boosting framewor…

  3. arXiv cs.CV TIER_1 English(EN) · Ishrat Jahan, Muhammad E. H Chowdhury, Murugappan Murugappan, Kanchon Kanti Podder, Tawsifur Rahman, Shrestha Datta, Md Sakib Abrar Hossain, Md Mosarrof Hossen, Yosra Magdi Salih Mekki, Sanjiban Sekhar Roy ·

    An Automated Multimodal Glaucoma Detection Framework Using ViT and a Stacking-Based Ensemble

    arXiv:2607.02692v1 Announce Type: new Abstract: Glaucoma is a progressive eye disease that can lead to irreversible vision loss if not detected at an early stage. Conventional diagnostic procedures are often time-consuming and rely heavily on expert interpretation, limiting their…

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