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基于空间域注意力机制的车间人员检测方法

本站小编 Free考研考试/2024-10-07

作者:李成严,马金涛,赵 帅
Authors:LI Cheng-yan, MA Jin-tao, ZHAO Shuai摘要:摘 要:车间人员检测是指使用目标检测技术对工厂生产车间内相应区域进行人员检测,保障生产车间内人员生命健康安全。车间内人员检测存在图像模糊、检测效率低、实时性要求高等问题,将改进的暗通道优先处理策略用于图像增强、用空间域注意力机制相结合的SSD(Single Shot MultiBox Detector)网络提高检测效率,同时保障实时性要求,并在本文测试集及VOC2012数据集上进行验证,结果显示出较好的定位效果及检测率。
Abstract:Abstract:Workshop staff detection is to use the target detection technology to detect the staff in the corresponding area of the factory production workshop, to ensue the life, health and safety of the staff in the production workshop. In this paper, the improved dark channel priority processing strategy is applied to image enhancement and SSD (single shot multibox detector) which combines spatial attention mechanism detector (detector) network improves the detection efficiency while ensuring the real-time requirements. It is verified on the test set and VOC data set in this paper, and the results show that the positioning effect and detection rate are better.

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