Robot Electrical Connector Detection Method Based on Yolo

Enguang Liu, Guoliang Li, Feng Yu, Xiaohu Ni, Fengming Li

Article ID: 8558
Vol 7, Issue 8, 2024

VIEWS - 79 (Abstract) 28 (PDF)

Abstract


In this paper, the YOLOv9 algorithm is used to realize the real-time positioning detection of electrical connectors. Firstly, the camera was used to collect images of the electrical connectors that needed to be detected, and the collected pictures were classified into data sets. Meanwhile, the electrical connectors were classified and labelimg was used to label the category boundary box. Then the labeled data sets
were put into the YOLOv9 model for training. According to the trained electrical connector detection model, the detection and identification of electrical connector are realized.

Keywords


Robot; Vision Inspection; Yolo

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References


1. [1]Lu Yuchao. Research on Object detection Algorithm Based on deep learning [D]. Jiangsu: Jiangnan University, 2023.

2. [2]Xu Yanwei, Li Jun, Dong Yuanfang, Zhang Xiaoli. A Survey of YOLO Series Object Detection Algorithms [J]. Computer Science

3. and Exploration, 2024.

4. [3]Kim Sangwon;Jang In su;Ko Byoung Chul.Domain-free fire detection using the spatial–temporal attention transform of the YOLO

5. backbone[J].Springer Nature.

6. [4]Shuo Li;Mingzhe Yuan;Wenhong Wang;Feidao Cao;Hongyan Shi;Yuhang Zhang;Xiangpu Meng.Enhanced YOLO- and Wearable-Based Inspection System for Automotive Wire Harness Assembly[J].MDPI.

7. [5]Long Wu;Fuxiang Gong;Xu Yang;Lu Xu;Shuyu Chen;Yong Zhang;Jianlong Zhang;Chenghua Yang;Wei Zhang.The YOLO-based Multi-Pulse Lidar (YMPL) for target detection in hazy weather[J]. Elsevier.

8. [6]Shi Weiya;Zhang Shaowen;Zhang Shiqiang.CAW-YOLO: Cross-Layer Fusion and Weighted Receptive Field-Based YOLO for Small Object Detection in Remote Sensing[J]. Tech Science Press.

9. [7]Surjeet Dalal;Umesh Kumar Lilhore;Magdalena Radulescu;Sarita Simaiya;Vivek Jaglan;Ashish Sharma. A hybrid LBP-CNN with YOLO-v5-based fire and smoke detection model in various environmental conditions for environmental sustainability in smart city[J].PubMed.

10. [8]ZHANG Qi. Research on small object detection Algorithm Based on YOLO Network [D]. Sichuan: Southwest University of Science and Technology, 2023.

11. [9]Wei Ruige. Research on UAV Small Target Detection Algorithm Based on Deep Learning [D].Sichuan: University of Electronic Science and Technology of China, 2022

12. [10]Chien-Yao Wang,I-Hau Yeh.YOLOv9:Learning What You Want to Learn Using Programmable Gradient Information[J].Institute of Information Science,Academia,Sinica,Taiwan,National Taipei University of Technology,Taiwan,Department of Information and Computer

13. Engineering, Chung Yuan Christian University, Taiwan.




DOI: https://doi.org/10.18686/ijmss.v7i8.8558

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