REAL TIME OBJECT RECOGNITION WITH YOLO ALGORITHM
Abstract & Details
Research Area
Computer Science and Engineering
Keywords
Real-time Object Recognition
YOLO Algorithm
Deep Learning
Object Detection
Machine Learning
Image Processing
Abstract
This project implements real-time object recognition using the YOLO (You Only Look Once) algorithm, a leading method in deep learning for its speed and accuracy in object detection. YOLO treats detection as a single regression problem, directly predicting bounding box coordinates and class probabilities from image pixels, allowing for rapid processing. The project involves training YOLO on a custom dataset, optimizing the model, and deploying it in a real-time environment. Performance is measured by detection speed and accuracy, demonstrating YOLO's capability to accurately detect and classify multiple objects in real-time. The findings affirm YOLO's suitability for applications requiring instant feedback, such as autonomous driving and surveillance, highlighting its potential for practical use and future advancements.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | RAHUL P | Hindusthan College of Engineering and Technology |
| 2 | PIRATISH R | Hindusthan College of Engineering and Technology |
| 3 | SUNDARESWAR CM | Hindusthan College of Engineering and Technology |
| 4 | YUVAN SANKAR RAJA L | Hindusthan College of Engineering and Technology |
| 5 | SATHEESH KUMAR D | Hindusthan College of Engineering and Technology |
How to Cite
Use the following formats to cite this article in your research.
APA Style
P, RAHUL, R, PIRATISH, CM, SUNDARESWAR, L, YUVAN SANKAR RAJA, & D, SATHEESH KUMAR (2024). REAL TIME OBJECT RECOGNITION WITH YOLO ALGORITHM. International Journal of Advance Research and Innovative Ideas In Education, 10(3), 2497-2502.
MLA Style
P, RAHUL, et al. "REAL TIME OBJECT RECOGNITION WITH YOLO ALGORITHM." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 3, 2024, pp. 2497-2502.
IEEE Style
RAHUL P, PIRATISH R, SUNDARESWAR CM, YUVAN SANKAR RAJA L, and SATHEESH KUMAR D, "REAL TIME OBJECT RECOGNITION WITH YOLO ALGORITHM," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 3, pp. 2497-2502, 2024.
Vancouver Style
P RAHUL, R PIRATISH, CM SUNDARESWAR, L YUVAN SANKAR RAJA, D SATHEESH KUMAR. REAL TIME OBJECT RECOGNITION WITH YOLO ALGORITHM. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(3):2497-2502.
Harvard Style
P, RAHUL, R, PIRATISH, CM, SUNDARESWAR, L, YUVAN SANKAR RAJA, & D, SATHEESH KUMAR (2024) 'REAL TIME OBJECT RECOGNITION WITH YOLO ALGORITHM', International Journal of Advance Research and Innovative Ideas In Education, 10(3), pp. 2497-2502.
Chicago Style
P, RAHUL, et al. "REAL TIME OBJECT RECOGNITION WITH YOLO ALGORITHM." International Journal of Advance Research and Innovative Ideas In Education 10, no. 3 (2024): 2497-2502.
Turabian Style
P, RAHUL, et al. "REAL TIME OBJECT RECOGNITION WITH YOLO ALGORITHM." International Journal of Advance Research and Innovative Ideas In Education 10, no. 3 (2024): 2497-2502.
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