发明名称 Systems and Methods for Labeling Source Data Using Confidence Labels
摘要 Systems and methods for the annotation of source data using confidence labels in accordance embodiments of the invention are disclosed. In one embodiment of the invention, a method for determining confidence labels for crowdsourced annotations includes obtaining a set of source data, obtaining a set of training data representative of the set of source data, determining the ground truth for each piece of training data, obtaining a set of training data annotations including a confidence label, measuring annotator accuracy data for at least one piece of training data, and automatically generating a set of confidence labels for the set of unlabeled data based on the measured annotator accuracy data and the set of annotator labels used.
申请公布号 US2013346356(A1) 申请公布日期 2013.12.26
申请号 US201313915962 申请日期 2013.06.12
申请人 CALIFORNIA INSTITUTE OF TECHNOLOGY 发明人 WELINDER PETER;PERONA PIETRO
分类号 G06N5/04 主分类号 G06N5/04
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