Movement Fluidity Analysis Based on Performance and Perception

Stefano Piana, Paolo Alborno, Radoslaw Niewiadomski, M. Mancini, G. Volpe, A. Camurri
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引用次数: 24

Abstract

In this work we present a framework and an experimental approach to investigate human body movement qualities (i.e., the expressive components of non-verbal communication) in HCI. We first define a candidate movement quality conceptually, with the involvement of experts in the field (e.g., dancers, choreographers). Next, we collect a dataset of performances and we evaluate the perception of the chosen quality. Finally, we propose a computational model to detect the presence of the quality in a movement segment and we compare the outcomes of the model with the evaluation results. In the proposed on-going work, we apply this approach to a specific quality of movement: Fluidity. The proposed methods and models may have several applications, e.g., in emotion detection from full-body movement, interactive training of motor skills, rehabilitation.
基于表现和感知的运动流动性分析
在这项工作中,我们提出了一个框架和实验方法来研究人机交互中的人体运动质量(即非语言交流的表达成分)。我们首先在概念上定义候选的运动质量,在该领域的专家(例如,舞者,编舞)的参与下。接下来,我们收集性能数据集,并评估所选质量的感知。最后,我们提出了一个计算模型来检测运动片段中质量的存在,并将模型的结果与评估结果进行比较。在拟议的正在进行的工作中,我们将这种方法应用于特定的运动质量:流动性。所提出的方法和模型可以应用于全身运动的情绪检测、运动技能的互动训练、康复等方面。
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