图像分辨率对人脸识别系统性能的影响

B. Boom, G. Beumer, L. Spreeuwers, R. Veldhuis
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引用次数: 59

摘要

本文研究了图像分辨率对人脸验证系统错误率的影响。我们不仅局限于人脸识别算法,而且还考虑了人脸配准。在我们的人脸识别系统中,人脸配准是通过在人脸图像中找到地标并根据这些地标进行后续对齐来完成的。为了研究图像分辨率的影响,我们进行了不同分辨率的实验。研究了分辨率对人脸识别部分、配准部分和整个系统的影响。本研究也证实了准确的配准对人脸识别算法的性能至关重要。我们的人脸识别系统在分辨率为32 × 32像素的人脸图像上的结果是最佳的
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The Effect of Image Resolution on the Performance of a Face Recognition System
In this paper we investigate the effect of image resolution on the error rates of a face verification system. We do not restrict ourselves to the face recognition algorithm only, but we also consider the face registration. In our face recognition system, the face registration is done by finding landmarks in a face image and subsequent alignment based on these landmarks. To investigate the effect of image resolution we performed experiments where we varied the resolution. We investigate the effect of the resolution on the face recognition part, the registration part and the entire system. This research also confirms that accurate registration is of vital importance to the performance of the face recognition algorithm. The results of our face recognition system are optimal on face images with a resolution of 32 times 32 pixels
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