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人脸检测,无花哨

Face detection without bells and whistles
课程网址: http://videolectures.net/eccv2014_mathias_face_detection/  
主讲教师: Markus Mathias
开课单位: 鲁汶大学
开课时间: 2014-10-29
课程语种: 英语
中文简介:

面部检测是计算机视觉中的一个成熟问题。尽管过去已经提出了各种高性能的面部检测器,但我们提出了两个令人惊讶的新的顶级性能结果。首先,我们证明,经过适当培训的香草DPM可以达到最佳性能,与商业和研究系统相比有所改进。其次,我们表明,基于与Viola&Jones检测器结构相似的刚性模板的检测器可以在此任务上达到类似的顶级性能。重要的是,我们将与现有的评估基准进行讨论,并提出改进的程序。

课程简介: Face detection is a mature problem in computer vision. While diverse high performing face detectors have been proposed in the past, we present two surprising new top performance results. First, we show that a properly trained vanilla DPM reaches top performance, improving over commercial and research systems. Second, we show that a detector based on rigid templates - similar in structure to the Viola&Jones detector - can reach similar top performance on this task. Importantly, we discuss issues with existing evaluation benchmark and propose an improved procedure.
关 键 词: 计算机视觉; 人脸检测; 香草DPM
课程来源: 视频讲座网
数据采集: 2020-06-11:吴淑曼
最后编审: 2020-06-15:chenxin
阅读次数: 51