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Methods and systems for combining video, image, and audio data with text data for comprehensive data analysis

机译:用于将视频,图像和音频数据与文本数据组合以进行全面数据分析的方法和系统

摘要

The present invention combines non-text surgical data of multiple modalities in different formats, in particular in the form of videos, images, and audios, in a significant way so that the combined data from multiple modalities is text data. Various embodiments are provided that are compatible with In some embodiments, prior to combining surgical data of multiple modalities, multiple segmentation engines are used to segment and transform surgical data of a corresponding modality into a corresponding set of metrics and parameters. Multiple sets of metrics and parameters corresponding to multiple modalities are then combined to produce a combined feature set. The combined feature set may be provided to a data analysis tool to perform comprehensive data analyzes on the combined feature set to generate one or more predictions for the surgical procedure.
机译:本发明以显着的方式将多种模式的非文本手术数据与不同格式的多种方式,特别是以显着的方式,使得来自多个模式的组合数据是文本数据。 提供各种实施例,其与在一些实施例中兼容,在组合多种模式的手术数据之前,多个分段发动机用于将相应模态的外科数据进行分段并转换为相应的度量和参数集。 然后组合多组测量和对应于多个模态的参数以产生组合特征集。 组合特征集可以提供给数据分析工具,以在组合特征集上执行综合数据分析,以生成用于外科手术的一个或多个预测。

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