烹饪动作识别的运动分析

Yuma Hijioka, Makoto Murakami, T. Kimoto
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摘要

为了构建烹饪运动模型,我们需要分析烹饪运动的特征。我们的目标是通过三维深度传感器跟踪厨师手臂关节的运动来识别烹饪动作。为了识别这些运动,我们需要分析它们感兴趣的特征。我们选择了“切割”和“混合”作为有趣的烹饪动作。切割是厨师的前臂上下移动,上臂前后移动的动作。搅拌是一个动作,厨师的前臂移动,好像在身体前面画一个大圆圈。因此,我们将重点放在前臂和上臂的运动上,作为烹饪运动的特征。对于前臂的x轴,切割的对数功率值较小,而混合的对数功率值较大。这表示以与假定的运动相同的方式发生变化。这些结果表明,x轴的五次对数幂可以作为烹饪运动的特征。
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Motion Analysis for Cooking Motion Recognition
To construct a cooking motion model, we needed to analyze features of cooking motions. Our aim was to recognize cooking motions by tracking the motions of the joints of a cook's arms with a three-dimensional depth sensor. To recognize the motions, we needed to analyze their features of interest. We selected "cutting" and "mixing" as cooking motions of interest. Cutting is a motion where the cook's forearm moves up and down and the upper arm moves forward and back. Mixing is a motion where the cook's forearm moves as if drawing a wide circle in front of the body. Therefore, we focused on the motions of the forearm and upper arm as features of the cooking motion. With regard to the x-axis of the forearm, cutting had a small value for the logarithmic power, but mixing had a large value. This indicates a change in the same manner as the assumed motion. These results showed that the fifth logarithmic power of the x-axis can be used as a feature of cooking motions.
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