基于Mobilenet-SSD的实时摄像机人体目标检测

Rachmat Muwardi, Joe Mada Ranseda Permana, Hongmin Gao, Mirna Yunita
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引用次数: 0

摘要

科技的发展是非常迅速的,所以各个领域都需要发展技术来提高工作的有效性和效率。其中一个焦点与图像处理技术有关。我们可以从这个系统中受益,因此各个领域都实现了图像处理系统,如安全、卫生和教育。目前的障碍之一是安全,即寻找人员,这仍然是人工完成的。由于搜索区域大、光照条件低和搜索区域复杂,搜索团队寻找人员通常具有挑战性。因此,我们需要一种能够探测人类的工具来帮助找到人。因此,为了检测人体目标,笔者尝试研究使用一种简单的装置进行人体目标检测的系统。作者使用MobilenetV2-SSD,该算法具有较高的检测精度。使用mobilenetV2-SSD模拟人体物体识别方法,在FPS值为5的情况下,检测率达到100%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Human Object Detection for Real-Time Camera using Mobilenet-SSD
Technology development is very rapid, so all fields are required to develop technology to increase the effectiveness and efficiency of work. One of the focuses is related to image processing technology. We can benefit from this system, so various fields have implemented image processing systems, such as security, health, and education. One of the current obstacles is safety, namely in searching for people, which is still done manually. Searching for teams to find people is often challenging because of the significant search area, low light conditions, and complex search fields. Therefore, we need a tool capable of detecting humans to assist in finding people. Therefore, to detect human objects, the authors try to research human object detection using a simple device for the human object detection system. The authors use the MobilenetV2-SSD, where this algorithm has high detection and accuracy. Using the mobilenetV2-SSD simulation method for human object recognition, a detection rate of 100% is obtained with an FPS value of 5.
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