TY  - JOUR
KW  - Deep learning; Medical imaging; Object recognition; Protective clothing; Surgical equipment; Transplantation (surgical)
KW  -  Deep learning; Detection tasks; Health care application; Medical object detection; Object detection algorithms; Objects detection; Personal protective equipment; Surgical data science; Systematic Review; You only look once
KW  -  Object detection
ID  - scholars20071
N2  - 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 effectiveness of YOLO in outperforming alternative existing methods for these tasks. However, the review also unveiled certain limitations, such as well-balanced and annotated datasets, and the high computational demands. To conclude, the review highlights the identified research gaps and proposes future directions for leveraging the potential of YOLO for medical object detection. © 2013 IEEE.
VL  - 12
UR  - https://www.scopus.com/inward/record.uri?eid=2-s2.0-85190171368&doi=10.1109%2fACCESS.2024.3386826&partnerID=40&md5=a869ddd7a67655db500f80ddcc5bf30f
A1  - Ragab, M.G.
A1  - Abdulkadir, S.J.
A1  - Muneer, A.
A1  - Alqushaibi, A.
A1  - Sumiea, E.H.
A1  - Qureshi, R.
A1  - Al-Selwi, S.M.
A1  - Alhussian, H.
JF  - IEEE Access
Y1  - 2024///
SP  - 57815
TI  - A Comprehensive Systematic Review of YOLO for Medical Object Detection (2018 to 2023)
N1  - cited By 1
AV  - none
EP  - 57836
SN  - 21693536
PB  - Institute of Electrical and Electronics Engineers Inc.
ER  -