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A multimodal dataset of spontaneous speech and movement production on object affordances

机译:基于对象能力的自发语音和运动产生的多模式数据集

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摘要

In the longstanding effort of defining object affordances, a number of resources have been developed on objects and associated knowledge. These resources, however, have limited potential for modeling and generalization mainly due to the restricted, stimulus-bound data collection methodologies adopted. To-date, therefore, there exists no resource that truly captures object affordances in a direct, multimodal, and naturalistic way. Here, we present the first such resource of ‘thinking aloud’, spontaneously-generated verbal and motoric data on object affordances. This resource was developed from the reports of 124 participants divided into three behavioural experiments with visuo-tactile stimulation, which were captured audiovisually from two camera-views (frontal/profile). This methodology allowed the acquisition of approximately 95 hours of video, audio, and text data covering: object-feature-action data (e.g., perceptual features, namings, functions), Exploratory Acts (haptic manipulation for feature acquisition/verification), gestures and demonstrations for object/feature/action description, and reasoning patterns (e.g., justifications, analogies) for attributing a given characterization. The wealth and content of the data make this corpus a one-of-a-kind resource for the study and modeling of object affordances.
机译:在定义对象能力的长期努力中,已经开发了许多关于对象和相关知识的资源。但是,由于采用了受限制的,受刺激约束的数据收集方法,这些资源在建模和泛化方面的潜力有限。因此,迄今为止,还没有资源能够以直接,多模式和自然主义的方式真正地捕获对象的能力。在这里,我们展示了“大声思考”的第一个此类资源,这些资源是自发生成的有关对象能力的言语和运动数据。该资源是根据124位参与者的报告开发的,该报告分为三个使用视觉-触觉刺激的行为实验,这些实验是从两个摄影机视图(正面/轮廓)以视听方式捕获的。这种方法可以获取大约95小时的视频,音频和文本数据,包括:对象特征动作数据(例如,感知特征,命名,功能),探索性行为(用于特征获取/验证的触觉操纵),手势和对象/功能/动作描述的演示,以及归因于给定特征的推理模式(例如,论证,类比)。数据的丰富性和内容性使该语料库成为了一种用于研究对象供应能力的模型的唯一资源。

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