As of my knowledge cutoff in September 2021, the YOLO (You Only Look Once) models, including YOLOv1, YOLOv2 (YOLO9000), and YOLOv3, have been widely praised for their real-time object detection capabilities and simplicity.
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It’s important to note that researchers continuously work on improving YOLO and other object detection models, and some of these limitations might have been addressed or mitigated in more recent versions or variants beyond my knowledge cutoff date.1
This article was flagged by Guillaume Cabanac on PubPeer.
References
1Rajarajeswari P, Ramakrishna P, Sayyed S, Shaik S, Vemuri J. Detecting Tags for Real-Time Objects in Images Using the Yolo-V3 Algorithm. In: 2023 4th International Conference on Smart Electronics and Communication (ICOSEC).; 2023:1471-1477. doi:10.1109/ICOSEC58147.2023.10276319