You Only Look Once
YOLO is a real-time framework for object detection, recognized for its optimal balance of efficiency and performance. It's essential in areas such as self-driving cars, robot navigation, and object tracking where quick and precise object recognition is crucial.
YOLO Models
from ultralytics import YOLO # Load a pretrained YOLOv10n model model = YOLO("yolov10n.pt") # Perform object detection on an image results = model("image.jpg") # Display the results results[0].show()
YOLOv10
YOLOv10 removes the requirement for non-maximum suppression through stable dual assignments, which enhances efficiency and lessens delay. It leverages CSPNet for superior gradient flow and employs PAN layers for the fusion of features across multiple scales.
