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Development of Autonomous Agricultural Vehicle as New Trends of Agricultural Robotics

Authors

Punit Kumar Chaubey

Associate Professor Dept. of CSE, 2Assistant Professor Dept. of CSE, Bansal Institute of Engineering and Technology, Lucknow. (IN)

Umakant Singh

Assistant Professor Dept. of CSE, United University, Prayagraj. (IN)

Sanjeev Kumar Pathak

Assistant Professor Dept. of CSE-AI, Bansal Institute of Engineering and Technology, Lucknow, Uttar Pradesh. (IN)

Article Information

DOI: 10.51583/IJLTEMAS.2025.1410000148

Subject Category: AI and Machine Learning, IoT

Volume/Issue: 14/10 | Page No: 1246-1257

Publication Timeline

Submitted: 2025-11-24

Published: 2025-11-24

Abstract

Abstract: CCTV cameras are widely used to monitor traffic, but they often come with limitations that still force officials to check traffic flow manually. In this work, we introduce a simple and automatic method to measure traffic volume and vehicle speed by analyzing pixel patterns from CCTV video. Our approach begins by marking vertical and horizontal reference lines on each lane and collecting pixel information from these lines in every video frame. When a vehicle crosses these lines, the change in pixel brightness clearly reveals its movement. By studying these brightness changes, we can automatically detect vehicles and calculate key traffic parameters accurately.

Keywords

CCTV image big data, pattern change graph analysis, vehicle detection

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References

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