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Multi-pose face detection for accurate face logging

机译:多姿势人脸检测可准确记录人脸

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In this paper we present a technique for real-time face logging in video streams. Our system is capable of detecting faces across a range of poses and of tracking multiple targets in real time, grabbing face images and evaluating their quality in order to store only the best for each detected target. An advantage of our approach is that we qualify every logged face in terms of a quality measure based both on face pose and on resolution. Extensive qualitative and quantitative evaluation of the performance of our system is provided on many hours of realistic surveillance footage captured in different environments. Results show that our system can simultaneously minimizing false positives and identity mismatches, while balancing this against the need to obtain face images of all people in a scene.
机译:在本文中,我们提出了一种用于视频流中实时面部记录的技术。我们的系统能够检测各种姿势下的人脸并实时跟踪多个目标,获取人脸图像并评估其质量,以便仅为每个检测到的目标存储最佳的人脸。我们方法的优点是,我们可以根据脸部姿势和分辨率对每个记录的脸部进行质量评估。在不同环境中捕获的许多小时的真实监控录像中,提供了对我们系统性能的广泛定性和定量评估。结果表明,我们的系统可以同时最大限度地减少误报和身份不匹配的情况,同时平衡获取场景中所有人的面部图像的需求。

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