HELMET DETECTION AND LICENSE PLATE RECOGNITION USING YOLO MODEL
Abstract & Details
Research Area
Information Technology
Keywords
COCO
YOLO
CCTV
OpenCV
Neural Network
video detection
tracking object
etc
Abstract
In today’s world, the increasing use of Motorcycles has prompted increment in road accidents and injuries. Helmet not used by the motorcycle rider is one of the major causes. Currently, one procedure is to physically check use of helmet at the pavement junction or through the CCTV footage video, which requires human energy to detect motorcyclists without helmet.
The object detection and tracking is the important steps of computer vision algorithm. The robust object detection is the challenge due to variations in the scenes. Another biggest challenge is to track the object in the occlusion conditions. Hence in this approach, the moving objects detection using OpenCV object detection API. Further the location of the detected object is pass to the object tracking algorithm. A YOLO object tracking algorithm is used for robust object detection.
The proposed approach is able to detect the object in different illumination and occlusion. The system extracts objects class based on feature extracted. The system uses You Only Look Once (YOLO)-Darknet deep learning framework which consists of Convolutional Neural Networks trained on Common Objects in Context (COCO) and combined with computer vision.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Prof. MUNESHWAR R. N. | AMRUTVAHINI COLLEGE OF ENGINEERING, SANGAMNER |
| 2 | Miss. POTE PRANAVI VIJAY | AMRUTVAHINI COLLEGE OF ENGINEERING, SANGAMNER |
| 3 | Mr. BHAWAR SHIVAM ASHOK | AMRUTVAHINI COLLEGE OF ENGINEERING, SANGAMNER |
| 4 | Miss. JADHAV PRATIKSHA SITARAM | AMRUTVAHINI COLLEGE OF ENGINEERING, SANGAMNER |
| 5 | Miss. GITE NIKITA RAJENDRA | AMRUTVAHINI COLLEGE OF ENGINEERING, SANGAMNER |
How to Cite
Use the following formats to cite this article in your research.
APA Style
N., Prof. MUNESHWAR R., VIJAY, Miss. POTE PRANAVI, ASHOK, Mr. BHAWAR SHIVAM, SITARAM, Miss. JADHAV PRATIKSHA, & RAJENDRA, Miss. GITE NIKITA (2022). HELMET DETECTION AND LICENSE PLATE RECOGNITION USING YOLO MODEL. International Journal of Advance Research and Innovative Ideas In Education, 8(3), 1632-1643.
MLA Style
N., Prof. MUNESHWAR R., et al. "HELMET DETECTION AND LICENSE PLATE RECOGNITION USING YOLO MODEL." International Journal of Advance Research and Innovative Ideas In Education, vol. 8, no. 3, 2022, pp. 1632-1643.
IEEE Style
Prof. MUNESHWAR R. N., Miss. POTE PRANAVI VIJAY, Mr. BHAWAR SHIVAM ASHOK, Miss. JADHAV PRATIKSHA SITARAM, and Miss. GITE NIKITA RAJENDRA, "HELMET DETECTION AND LICENSE PLATE RECOGNITION USING YOLO MODEL," International Journal of Advance Research and Innovative Ideas In Education, vol. 8, no. 3, pp. 1632-1643, 2022.
Vancouver Style
N. Prof. MUNESHWAR R., VIJAY Miss. POTE PRANAVI, ASHOK Mr. BHAWAR SHIVAM, SITARAM Miss. JADHAV PRATIKSHA, RAJENDRA Miss. GITE NIKITA. HELMET DETECTION AND LICENSE PLATE RECOGNITION USING YOLO MODEL. International Journal of Advance Research and Innovative Ideas In Education. 2022;8(3):1632-1643.
Harvard Style
N., Prof. MUNESHWAR R., VIJAY, Miss. POTE PRANAVI, ASHOK, Mr. BHAWAR SHIVAM, SITARAM, Miss. JADHAV PRATIKSHA, & RAJENDRA, Miss. GITE NIKITA (2022) 'HELMET DETECTION AND LICENSE PLATE RECOGNITION USING YOLO MODEL', International Journal of Advance Research and Innovative Ideas In Education, 8(3), pp. 1632-1643.
Chicago Style
N., Prof. MUNESHWAR R., et al. "HELMET DETECTION AND LICENSE PLATE RECOGNITION USING YOLO MODEL." International Journal of Advance Research and Innovative Ideas In Education 8, no. 3 (2022): 1632-1643.
Turabian Style
N., Prof. MUNESHWAR R., et al. "HELMET DETECTION AND LICENSE PLATE RECOGNITION USING YOLO MODEL." International Journal of Advance Research and Innovative Ideas In Education 8, no. 3 (2022): 1632-1643.
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