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English(EN) Efficient Waste Sorting for Circular Economy: A Confidence-guided comparison between One-Vs-All and One-Vs-Rest Classification Strategies with Human-in-the-Loop for Automated Waste Sorting

AI垃圾分类策略在循环经济中的比较

本研究论文评估了两种用于自动化垃圾分类系统的分类策略:一对所有(OvA)和一对其余(OvR)。研究重点在于通过减少错误分类的垃圾来改善循环经济,特别是在德国垃圾处理法规的背景下。通过分析德国戈斯拉尔(Goslar)的特定数据集,论文比较了OvA和OvR在识别需要人工审查的不确定样本方面的有效性,旨在平衡准确性与数据标注所需的精力。 AI

影响 这项研究可能带来更高效、更准确的AI驱动垃圾分类系统,从而提高回收率并推动循环经济发展。

排序理由 该集群包含一篇学术论文,详细介绍了特定应用领域AI分类策略的比较。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.AI 阅读 →

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AI垃圾分类策略在循环经济中的比较

报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Mohammed Fahad Ali, Dominique Briechle, Marit Briechle-Mathiszig, Tobias Geger, Andreas Rausch ·

    Efficient Waste Sorting for Circular Economy: A Confidence-guided comparison between One-Vs-All and One-Vs-Rest Classification Strategies with Human-in-the-Loop for Automated Waste Sorting

    arXiv:2607.02230v1 Announce Type: cross Abstract: The complexity of waste disposal regulations across European countries poses significant challenges for the residents and hinders the transition to a Circular Economy. In Germany, the proper sorting and disposal of household waste…

  2. arXiv cs.AI TIER_1 English(EN) · Andreas Rausch ·

    Efficient Waste Sorting for Circular Economy: A Confidence-guided comparison between One-Vs-All and One-Vs-Rest Classification Strategies with Human-in-the-Loop for Automated Waste Sorting

    The complexity of waste disposal regulations across European countries poses significant challenges for the residents and hinders the transition to a Circular Economy. In Germany, the proper sorting and disposal of household waste remains challenging across municipalities. Conseq…