Freaks City

Overview The Ultralytcis ecosystem ships with a lightweight Annotator utility that can overlay detection masks, bounding boxes, oriented boxes, and keypoints on any image or video stream. The snippets below demonstrate typical use-cases. Interactive sweep counter on a video The following example tracks every object that crosses a user-draggable ...

When resizing images in computer vision applications, bounding box coordinates must be scaled proportionally to maintain accurate object detection. import cv2 import numpy as np from ultralytics.utils.ops import scale_boxes # Load the original image original_image = cv2.imread("sample_images/vehicle.jpg") original_height, original_w ...