On Flight Real Time Image Processing by Drone Equipped with Raspberry Pi4

被引:1
|
作者
Szolga, Lorant Andras [1 ]
机构
[1] Tech Univ Cluj Napoca, Basis Elect ETTI, Cluj Napoca, Romania
关键词
drone; image processing; object detection; Raspberry Pi; SSD;
D O I
10.1109/SIITME53254.2021.9663650
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents an innovative solution for image processing, especially object and person detection, using a drone. Compared to previous implementations that relied on a good network connection for good functionality, in my case the processing/detection will be done locally using a Raspberry Pi4 module, mounted on the drone. The first part of our research consisted of building a lightweight drone with some of the best racing components, chosen carefully for our specific needs. The second part consisted of implementing a computationally-low-cost detection algorithm on the Raspberry Pi, using convolutional neural networks and Tensorflow Lite. The chosen algorithm that was used was SSD - Single Shot Detection, capable of detecting multiple objects in one image during one iteration of the algorithm. I also designed an enclosure to securely place the drone battery, Raspberry Pi Battery and Raspberry Pi module on the drone, which was 3D printed.
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页码:334 / 337
页数:4
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