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Introducing an Emotion-Driven Assistance System for Cognitively Impaired Individuals

机译:为认知障碍者引入情绪驱动的辅助系统

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Mental, neurological and/or physical disabilities often affect individuals' cognitive processes, which in turn can introduce difficulties with remembering what they have learnt. Therefore, completing trivial daily tasks can be challenging and supervision or help from others is constantly needed. In this regard, these individuals with special needs can benefit from nowadays advanced assistance techniques. Within this contribution, a language-driven, workplace integrated, assistance system is being proposed, supporting disabled individuals in the handling of certain activities while taking into account their emotional-cognitive constitution and state. In this context, we present a set of baseline results for emotion recognition tasks and conduct machine learning experiments to benchmark the performance of an automatic emotion recognition system on the collected data. We show that this is a challenging task that can nevertheless be tackled with state-of-the-art methodologies.
机译:精神,神经和/或肢体残疾通常会影响个人的认知过程,这反过来又会给记忆他们所学的知识带来困难。因此,完成琐碎的日常任务可能是具有挑战性的,并且不断需要监督或他人的帮助。在这方面,这些有特殊需要的人可以从当今的先进援助技术中受益。在这一贡献中,正在提议一种语言驱动的,工作场所综合的援助系统,该系统在考虑残疾人的情感认知构成和状态的同时,支持他们进行某些活动。在这种情况下,我们提出了一组用于情感识别任务的基线结果,并进行了机器学习实验,以对收集的数据上的自动情感识别系统的性能进行基准测试。我们表明,这是一项具有挑战性的任务,但是可以使用最新的方法论来解决。

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