边缘计算用于从远程传感图像中检测船舶和船舶港口,使用YOLO
Vasavi Sanikommu1, Sai Pravallika Marripudi1, Harini Reddy Yekkanti1
1Department of Artificial Intelligence and Data Science, Velagapudi Ramakrishna Siddhartha Engineering College, Vijayawada, India.
Frontiers in artificial intelligence
|February 21, 2025
概括
本研究介绍了一种增强的YOLO模型,用于卫星图像中的实时船舶和港口检测,改善海上安全. 该系统达到86%的精度,为资源有限的环境提供可扩展的解决方案.
科学领域:
- 计算机视觉 计算机视觉
- 遥感 遥感 遥感 遥感
- 海上安全 海上安全 海上安全
背景情况:
- 从卫星图像中准确识别船舶和港口对于海洋安全至关重要.
- 传统的方法面临着不高效和不准确的挑战.
- 在海上环境中实时监控至关重要,但往往需要大量资源.
研究的目的:
- 开发和评估一个增强的YOLO模型,用于精确的实时探测卫星图像中的船舶和船舶港口.
- 为了实现在资源有限的边缘设备上部署,如Jetson Nano.
- 提高海上监控系统的效率和可扩展性.
主要方法:
- 使用了增强的You Only Look Once (YOLO) 对象检测模型.
- 在大量注释的卫星图像数据集上训练了YOLO模型.
- 专注于实时部署能力,特别是边缘计算平台.
主要成果:
- 在检测船只和船舶港口方面达到86%的精度.
- 在Jetson Nano边缘设备上展示了实时部署的可行性.
- 展示了高效的处理和可扩展性,减少了对中央资源的依赖.
结论:
- 增强的YOLO模型为海上监视提供了可扩展和高效的解决方案.
- 该系统显著提高了从卫星数据中识别船舶和港口的准确性.
- 这种方法通过实用的实时监控能力来加强海上安全.
更多相关视频
相关概念视频
Detection of Black Holes
2.2K
Although black holes were theoretically postulated in the 1920s, they remained outside the domain of observational astronomy until the 1970s.
Their closest cousins are neutron stars, which are composed almost entirely of neutrons packed against each other, making them extremely dense. A neutron star has the same mass as the Sun but its diameter is only a few kilometers. Therefore, the escape velocity from their surface is close to the speed of light.
Not until the 1960s, when the first neutron...
Their closest cousins are neutron stars, which are composed almost entirely of neutrons packed against each other, making them extremely dense. A neutron star has the same mass as the Sun but its diameter is only a few kilometers. Therefore, the escape velocity from their surface is close to the speed of light.
Not until the 1960s, when the first neutron...
2.2K
Design Example: Identifying the Locations of Monuments in the Field Using Global Positioning System Device
19
Surveyors use Global Positioning System (GPS) technology to measure the precise location and elevation of points on Earth. In a recent survey, GPS receivers were used to determine the coordinates and elevations of two park monuments. The process involved careful mission planning, data collection, and correction to ensure accuracy. The survey began with mission planning to identify optimal satellite visibility and minimize Position Dilution of Precision (PDOP). A geodetic control point...
19
Field Application of Global Positioning System
24
The Global Positioning System (GPS) has become an indispensable tool in fieldwork, offering unparalleled precision and efficiency for surveying, navigation, and infrastructure development. By harnessing signals from a constellation of satellites, GPS receivers determine the location of objects with remarkable speed and accuracy, often completing calculations within a second.Advantages of Modern GPS TechnologyContemporary GPS receivers are designed to meet the practical demands of field...
24
Difference from Background: Limit of Detection
5.7K
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...
5.7K
Errors in Global Positioning System
32
Global Positioning System (GPS) technology has revolutionized navigation and positioning, but its accuracy is often compromised by various errors. These errors, stemming from environmental, satellite, and receiver-related factors, require careful mitigation to ensure reliable performance across applications.Atmospheric ErrorsGPS signals travel through the Earth’s ionosphere and troposphere, introducing delays which affect accuracy. The ionosphere is strongly influenced by charged particles,...
32
Light Acquisition
8.4K
In order to produce glucose, plants need to capture sufficient light energy. Many modern plants have evolved leaves specialized for light acquisition. Leaves can be only millimeters in width or tens of meters wide, depending on the environment. Due to competition for sunlight, evolution has driven the evolution of increasingly larger leaves and taller plants, to avoid shading by their neighbors with contaminant elaboration of root architecture and mechanisms to transport water and nutrients.
8.4K


