vehicle detection using yolo algorithm in machine learning

Q: How many days will it take for my paper to be published?

The review time for papers is not fixed. However, if the paper is accepted and the author completes the processing charges formalities, the paper will be published within a few working days.

Q: I would like to receive a hard copy of the journal materials. Are there any additional charges?

You can log in to the author portal and pay 500 INR to receive the hard copy materials.

Mandeep Kaur

vehicle detection using yolo algorithm in machine learning

Authors: Mandeep Kaur

Unique Paper ID: 166592
Volume: 11
Issue: 2
PageNo: 1097-1106

Keywords: Vehicle detection YOLO algorithm Machine learning Deep learning Real-time applications Traffic surveillance Autonomous driving and ADAS

Abstract:
Vehicle detection is a critical task in various domains including traffic surveillance, autonomous driving, and advanced driver assistance systems (ADAS). Traditional methods of vehicle detection, such as Haar cascades and Histogram of Oriented Gradients (HOG), have faced challenges related to scalability, robustness, and real-time application. The advent of machine learning, particularly deep learning, has significantly improved vehicle detection by leveraging models that can autonomously learn features from data. The YOLO (You Only Look Once) algorithm, with its unified neural network structure, excels in predicting bounding boxes and class probabilities in a single evaluation, making it highly efficient and suitable for real-time applications. YOLO's grid-based approach, combined with the use of anchor boxes and multi-scale features, enhances its capability to detect objects of varying sizes and aspect ratios, ensuring high speed and accuracy. This paper explores the application of the YOLO algorithm in vehicle detection, highlighting its performance in diverse scenarios and its potential for real-time traffic monitoring, autonomous driving, and urban planning.

Download article

email to a friend

Cite This Article

ISSN: 2349-6002
Volume: 11
Issue: 2
PageNo: 1097-1106

vehicle detection using yolo algorithm in machine learning

Available:https://ijirt.org/article?manuscript=166592

Impact Factor
8.01 (Year 2024)

UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now