To address these challenges, we introduce the YOLOv5-MS model, an YOLOv5-based solution for target detection. Initially, we optimize the multi-threaded acquisition of video streams within YOLOv5 to ensure image stability and real-time performance. Subsequently, leveraging reparameterization, we ...
❗ 注意:yolov5默认采用pip安装PyTorch GPU版,如果采用官网安装PyTorch GPU版,参见YOLOv5 PyTorch GPU安装教程 ✅ 基于YOLOv5的人脸检测模型的构建 📌widerface-m人脸检测模型是在WIDER FACE数据集上,基于YOLOv5 v6.1训练的,具体训练过程参见yolov5_widerface.md 📌darkface-m人脸检测模型是在DARK FACE数据集...
smart city; multi-surveillance; SE model; YOLOv5-MS; IoU loss; image augmentation1. Introduction Fueled by technological advancements and a growing emphasis on security awareness, video surveillance has garnered extensive adoption across smart cities [1,2]. Nevertheless, the abundance of surveillance...
一种基于YOLOV5及U2Net框架辅助读取工业表的方法,包括以下步骤:S1:利用YOLOV5定位出图像中的工业表得到工业表图像;S2:利用U2Net来分割出工业表图中的指针和刻度线得到指针刻度线图像;S3:根据图像先腐蚀锐化等预处理使得指针和刻度线便于后续处理;S4:将预处理后的图像中的表盘展开为矩形图像;S5:将S4依据指针和刻度...