A Comprehensive Systematic Review of YOLO for Medical Object Detection (2018 to 2023)
Universiti Teknologi Petronas · National University of Computer and Emerging Sciences
Abstract
YOLO (You Only Look Once) is an extensively utilized object detection algorithm that has found applications in various medical object detection tasks. This has been accompanied by the emergence of numerous novel variants in recent years, such as YOLOv7 and YOLOv8. This study encompasses a systematic exploration of the PubMed database to identify peer-reviewed articles published between 2018 and 2023. The search procedure found 124 relevant studies that employed YOLO for diverse tasks including lesion detection, skin lesion classification, retinal abnormality identification, cardiac abnormality detection, brain tumor segmentation, and personal protective equipment detection. The findings demonstrated the…
Citation impact
- FWCI
- 92.93
- Percentile
- 100%
- References
- 132
Authors
8Topics & keywords
- Computer science
- Object (grammar)
- Object detection
- Artificial intelligence
- Pattern recognition (psychology)