确保每个图片都有对应的YOLO格式的标注文件。如果标注文件是其他格式(如XML),可以使用之前提供的脚本进行转换。 安装YOLOv8 确保你已经安装了YOLOv8。你可以使用以下命令安装: bash深色版本 pip install ultralytics 训练模型 使用以下命令训练模型: bash深色版本 python train.py --data ./drone_dataset/data.yaml ...
YOLOv8s的FLOPs值为10亿次,UAV-YOLOv8s为530亿次,提升了近一倍,计算资源消耗仍有优化空间。改进后的模型对于自行车等非常小的物体的检测精度仍然不高。
YOLOThe application of deep learning for target detection in aerial images captured by Unmanned Aerial Vehicles (UAV) has emerged as a prominent research focus. Due to the considerable distance between UAVs and the photographed objects, coupled with complex shooting environments, existing models often ...
The task of UAV-based maritime rescue object detection faces two significant challenges: accuracy and real-time performance. The YOLO series models, known for their streamlined and fast performance, offer promising solutions for this task. However, exist
Unmanned aerial vehicle (UAV) image object detection has extensive applications across both civilian and military domains. However, the traditional YOLOv8
作为Comate,一个智能编程助手,我将基于你的要求,对“a modified yolov8 detection network for uav aerial image recognition”这一问题进行详细解答。 1. 研究YOLOv8检测网络的基本原理和结构 YOLOv8(You Only Look Once version 8)是一种先进的实时目标检测算法,它在速度和精度之间取得了良好的平衡。YOLOv8采用了...
Compared with YOLOv7, our method shows consistent and substantial gains (23.21%, 14.35% improvement in mAP@0.5 and mAP@0.5:0.95, respectively) with negligible computational overhead and also satisfies the requirement of real-time detection. This is a preview of subscription content, log in via ...
YOLOv8 MobileNetV3 Attention mechanism BiFPN Small target detection 1. Introduction Road reconstruction, expansion, and significant repair projects must reasonably safeguard road access. Many projects are half construction and half open to traffic, with considerable safety risks and hidden dangers on site...
Compared with YOLOv5, the mAP of UAV-YOLOv5 is improved by 8.5%, which verifies that it has high-precision long-range small-target UAV optoelectronic detection capability. 展开 关键词: Deep learning Small object detection YOLOv5 Swin transformer UAV detection ...
已开源,供大家免费使用,记得点星鼓励鼓励up!!https://github.com/yzqxy/Yolov8_obb_Prune_Track/tree/mainup自己写的博文https://blog.csdn.net/qq_39128381/article/details/131962684?spm=1001.2014.3001.5501, 视频播放量 2208、弹幕量 2、点赞数 42、投硬币枚数 15