改进了YOLO,用于远程检测小型无人机
Sicheng Zhou1, Lei Yang1, Huiting Liu1
1Department of Precision Machinery and Precision Instrument, University of Science and Technology of China, Hefei, 230026, China.
Scientific reports
|April 10, 2025
概括
我们开发了LMWP-YOLO,一种轻量级的无人机检测系统. 这种高效的模型提高了对小,遥远的目标的准确性,并减少了计算需求,提高了公共安全.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 机器人技术 机器人技术 机器人技术
背景情况:
- 准确的无人机检测对于公共安全至关重要,但由于复杂的环境和有限的目标特征而面临挑战.
- 深度学习模型通常需要大量的计算资源,这阻碍了在低容量设备上部署.
- 现有的方法在小,远距离的无人机检测和效率方面扎.
研究的目的:
- 提出LMWP-YOLO,一种轻量级和高效的无人机检测方法.
- 为了改善小目标的特征表示和界限框准确性.
- 为了提高在资源有限的平台上部署的计算效率.
主要方法:
- 开发了LMWP-YOLO,结合了多维协作注意力机制和多尺度融合.
- 利用深度可分离的卷积和高效的激活功能来减少参数.
- 实现了针对小目标界限框匹配的优化损失函数,以及用于过器优化的修剪策略.
主要成果:
- 与YOLO11n相比,LMWP-YOLO在平均平均精度 (mAP) 中实现了22.07%的增加.
- 该模型显示参数减少了52.51% ,提高了效率.
- 展示了强大的跨数据集概括,平衡检测准确性和计算性能.
结论:
- 在轻型无人机检测方面,LMWP-YOLO提供了显著的进步.
- 该方法有效地应对复杂环境和小目标识别的挑战.
- 为低容量平台的无人机实时监控提供了一个实用的解决方案.
相关概念视频
Difference from Background: Limit of Detection
5.0K
The limit of detection (LOD) is the smallest amount of analyte that can be distinguished from the background noise. The LOD value corresponds to the concentration at which the analyte signal is three times larger than the standard deviation of the blank signal. Below this value, the analyte signal cannot be differentiated from the background noise. It is calculated by dividing the calibration slope by 3 times the standard deviation of the blank signals.
The LOD indicates the presence or absence...
The LOD indicates the presence or absence...
5.0K
Distance Measurements by Taping
21
Tapes are essential in surveying for accurate, durable, and short-distance measurements. Made from lightweight, nylon-coated steel, they offer flexibility and strength for rugged outdoor use. The nylon coating protects against rust and wear, extending the tape's life. Standard lengths, around 30 meters, are marked in meters and millimeters for precision.Surveyors select tapes based on site conditions and accuracy needs. Lightweight, nylon-coated tapes are commonly used for ease of handling and...
21
Receiver Operating Characteristic Plot
66
A ROC (Receiver Operating Characteristic) plot is a graphical tool used to assess the performance of a binary classification model by illustrating the trade-off between sensitivity (true positive rate) and specificity (false positive rate). By plotting sensitivity against 1 - specificity across various threshold settings, the ROC curve shows how well the model distinguishes between classes, with a curve closer to the top-left corner indicating a more accurate model. The area under the ROC curve...
66
Differential Leveling
101
Differential leveling is a precise method in surveying used to determine the elevation difference between two points. Its primary goal is to establish accurate vertical measurements to create level surfaces or grade lines critical for designing and constructing infrastructures such as roads, bridges, and buildings.The procedure for differential leveling begins with setting up and leveling the instrument at a point where the benchmark can be seen. The level rod is held on the benchmark (BM), and...
101
Force Classification
1.1K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
1.1K
Reducing Line Loss
135
In a three-phase circuit, line loss is an indicator of energy dissipated as heat due to the resistance of transmission lines. To address this, incorporating transformers into the system—a step-up transformer at the source and a step-down transformer at the load—is a strategic solution. Two three-phase transformers are introduced to improve this.
With a step-up transformer at the source, the voltage is increased, thereby reducing the current in the transmission lines since power loss...
With a step-up transformer at the source, the voltage is increased, thereby reducing the current in the transmission lines since power loss...
135


