An Evaluation of Advancements in YOLO Algorithm
Volume 18, Issue 1, 2024
Download| Author(s): |
Nasreen Jawaid Institute of Mathematics and Computer Science, University of Sindh Jamshoro, Pakistan, nasreenjawaid07@gmail.com Najma Imtiaz Ali Institute of Mathematics and Computer Science, University of Sindh Jamshoro, Pakistan, najma.channa@usindh.edu.pk Kamran Taj Pathan Department of Information Technology, Government College University Hyderabad, Pakistan, kamran.taj@gcuh.edu.pk Imtiaz Ali Brohi Department of Information Technology, Government College University Hyderabad, Pakistan, imtiaz.brohi@gcuh.edu.pk |
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| Abstract | The development and refinement of object detection models have significantly advanced computer vision, with the YOLO (You Only Look Once) framework emerging as a leading method due to its efficiency and real-time processing capabilities. This paper provides a detailed review of YOLO's evolution, from its inception to its most recent iterations. Key improvements in accuracy, speed, and model architecture across different YOLO versions are discussed. The paper also explores YOLO's diverse applications, including autonomous vehicles, surveillance systems, and healthcare, showcasing its adaptability and broad impact. Despite its success, YOLO faces challenges, particularly in balancing speed and accuracy. This review highlights these challenges and identifies potential areas for future research aimed at further optimizing YOLO models. |
| Keywords | Data analysis; Object detection; YOLO; review |
| Year | 2024 |
| Volume | 18 |
| Issue | 1 |
| Type | Research paper, manuscript, article |
| Journal Name | Journal of Information & Communication Technology | Publisher Name | ILMA University | Jel Classification | - | DOI | - | ISSN no (E, Electronic) | 2075-7239 | ISSN no (P, Print) | 2415-0169 | Country | Pakistan | City | Karachi | Institution Type | University | Journal Type | Open Access | Manuscript Processing | Blind Peer Reviewed | Format | Paper Link | https://jict.ilmauniversity.edu.pk/journal/jict/18.1/6.pdf | Page |