To address this problem, we present a novel lightweight object detection network, namely YOLO_SRv2, which is an evolved version of our previously proposed You Only Look Once network for Sweeping Robots (YOLO_SR). First, an improved max-pooling structure is presented in the backbone network to...
PP-YOLOE基于PP-YOLOv2改进实现,其中PP-YOLOv2的整体架构包含了具有可变形卷积的ResNet50-vd的主干,使用带有SPP层和DropBlock的PAN做neck,以及轻量级的IoU感知头。在PPYOLOv2中,ReLU激活功能用于主干,而mish激活功能用于颈部。PP-YOLOv2只为每个GT对象分配一个锚定框。除了分类损失、回归损失和目标损失外,PP-YOLOv2...
2) a PAN (path aggregation network) neck with an SPP layer and DropBlock, and 3) a lightweight IoU aware head. Similar to YOLOv3, PP-YOLOv2 only assigns one anchor box for each ground truth object. This mechanism however requires a number of extra hyperparamete...
PP-YOLOE-x(CSPRepResNet-x, 640x640, single-scale ) box mAP 52.2 # 70 Compare AP5069.9# 39 Compare AP7556.5# 35 Compare APS33.3# 31 Compare APM56.3# 21 Compare APL66.4# 20 Compare Multiple Object TrackingCroHDPP-TrackingMOTA72.6# 1 ...
论文:PP-YOLOE: An evolved version of YOLO PDF下载链接:链接 论文解读链接:链接 #人工智能#科技 AMiner官网:链接 发布于 2022-05-18 09:28 写下你的评论... 还没有评论,发表第一个评论吧 登录知乎,您可以享受以下权益: 更懂你的优质内容 更专业的大咖答主 ...
Xu, Shangliang, Wang, Xinxin, Lv, Wenyu, Chang, Qinyao, Cui, Cheng, Deng, Kaipeng, Wang, Guanzhong, Dang, Qingqing, Wei, Shengyu, Du, Yuning, others: PP-YOLOE: An evolved version of YOLO (2022). arXiv preprint arXiv:2203.16250 Wang, Chien-Yao, Yeh, I-Hau, Liao, Hong-Yuan Mar...
Xu S, Wang X, Lv W et al (2022) PP-YOLOE: An evolved version of YOLO. arXiv preprint arXiv:2203.16250 Long J, Shelhamer E, Darrell T (2015) Fully convolutional networks for semantic segmentation[C]//Proceedings of the IEEE conference on computer vision and pattern recognition: 3431–344...
However, YOLOv3-Tiny achieved the lowest inference speed of around 0.2 s making it more suitable for real-time operations. Similarly, to identify wildfires at their early stages, the authors in Jiao et al. [46], 47] proposed a modified version of YOLOv3-tiny and YOLOv3, respectively. ...
Nowadays, the concept of ANN evolved from MLP [156] into advanced deep convolutional neural network [153], are based on an input multiple layer configuration consisting of a hidden structure, and a single output. Convolutional Neural Network (CNN) is a class of neural network which forms meanin...
Above all, although approximately half of the previous mask detection is based on YOLO studies, and YOLO is widely used in various applications, it still have to consider some points. On the one hand, they use a lower version of YOLO with lower performance, and on the other hand, they ar...