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Emotion classification based on expression variations associated with same or similar emotions

机译:基于与相同或相似情绪相关的表情变化的情绪分类

摘要

Techniques are described that facilitate automatically distinguishing between different expressions of a same or similar emotion. In one embodiment, a computer-implemented is provided that comprises partitioning, by a device operatively coupled to a processor, a data set comprising facial expression data into different clusters of the facial expression data based on one or more distinguishing features respectively associated with the different clusters, wherein the facial expression data reflects facial expressions respectively expressed by people. The computer-implemented method can further comprise performing, by the device, a multi-task learning process to determine a final number of the different clusters for the data set using a multi-task learning process that is dependent on an output of an emotion classification model that classifies emotion types respectively associated with the facial expressions.
机译:描述了有助于自动区分相同或相似情绪的不同表达的技术。在一个实施例中,提供了一种计算机实现的计算机,该计算机包括通过可操作地耦合到处理器的设备将包括面部表情数据的数据集基于分别与不同表情相关联的一个或多个区别特征划分为面部表情数据的不同簇。聚类,其中面部表情数据反映人分别表达的面部表情。该计算机实现的方法可以进一步包括:由该设备执行多任务学习过程,以使用依赖于情感分类的输出的多任务学习过程来确定数据集的不同聚类的最终数目。对分别与面部表情相关的情感类型进行分类的模型。

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