This paper provides an overview of the Ultralytics YOLO object detection family, covering YOLO27, YOLO26, YOLO11, YOLOv8, and YOLOv5. It highlights architectural changes, benchmarking results, and emerging directions for computer vision and pattern recognition. The review includes evaluation of accuracy, precision, recall, and latency across various detectors and applications.