import cv2 from matplotlib import pyplot as plt class ImageLabel: def __init__(self, image_path, image, labels_path, labels): self.image_path = image_path self.image = image self.labels_path = labels_path self.labels = labels def visualize(self, annotation_classes): img = cv2.cvtColor(self.image.copy(), cv2.COLOR_BGR2RGB) height, width, channels = img.shape for label in self.labels: class_num = int(label[-1]) x_c = float(label[0]) y_c = float(label[1]) w = float(label[2]) h = float(label[3]) x_min = x_c - w / 2 y_min = y_c - h / 2 x_max = x_min + w y_max = y_min + h color = annotation_classes[class_num].color_tuple cv2.rectangle(img, (int(x_min * width), int(y_min * height)), (int(x_max * width), int(y_max * height)), color=color, thickness=3) plt.figure(figsize=(12, 12)) plt.axis('off') plt.imshow(img) plt.show()