用于快速人脸识别的独立于人的可变形模板

S. Clippingdale, Mahito Fujii
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引用次数: 1

摘要

开发了一种基于可变形模板匹配的人脸跟踪识别系统。与人相关的可变形模板用于识别,与人无关的可变形模板用于跟踪。与识别相关的计算负荷大于与跟踪相关的计算负荷,因为必须根据输入帧进行变形和匹配的人相关模板的数量等于注册个体的数量,而用于跟踪的人相关模板(每个位姿单元)只有一个。在这项工作中,我们展示了如何将独立于人的模板用于识别和跟踪,从而大大减少了[1]系统中与识别相关的计算(并可能扩展到类似的系统中),而识别性能的成本相对较小。
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Person-Independent Deformable Templates for Fast Face Recognition
A face tracking and recognition system has been developed based on deformable template matching [1]. Person-dependent deformable templates are used for recognition, and person-independent deformable templates for tracking. The computational load associated with recognition is greater than that associated with tracking, because the number of person-dependent templates that must be deformed and matched against the input frame is equal to the number of registered individuals, whereas there is only a single person-independent template (per pose cell) for tracking. In this work, we show how person-independent templates can be used for recognition as well as tracking, resulting in a substantial reduction in the computation associated with recognition in the system of [1] (and potentially by extension in similar systems), at relatively small cost in recognition performance.
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