家庭场景中基于对象交互的人类活动识别

Carlos Flores-Vazquez, Joan Aranda
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引用次数: 0

摘要

本文提出了一种基于家庭环境中人与物体之间互动的实时识别人类活动的方法,特别是在厨房中。关于程序,它是基于使用彩色相机捕获活动发生的部分图像,并处理图像以识别当前物体及其位置。对于目标的描述和识别,选择了rg色度空间上的直方图。与对象的交互被分为四种可能的动作;(不变,增加,移除或移动)。活动被定义为食谱,其中对象扮演配料、工具或替代品的角色。然后,利用感知到的物体和动作来实时分析在连续活动序列的特定时刻执行人类活动的概率。
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Human activity recognition from object interaction in domestic scenarios
This paper presents a real time approach to the recognition of human activity based on the interaction between people and objects in domestic settings, specifically in a kitchen. Regarding the procedure, it is based on capturing partial images where the activity takes place using a colour camera, and processing the images to recognize the present objects and their location. For object description and recognition, a histogram on rg chromaticity space has been selected. The interaction with the objects is classified into four types of possible actions; (unchanged, add, remove or move). Activities are defined as recipes, where objects play the role of ingredients, tools or substitutes. Sensed objects and actions are then used to analyze in real time the probability of the human activity performed at a particular moment in a continuous activity sequence.
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