import cv2
from segment_anything import SamAutomaticMaskGenerator

mask_generator = SamAutomaticMaskGenerator(sam)

image_bgr = cv2.imread(IMAGE_PATH)
image_rgb = cv2.cvtColor(image_bgr, cv2.COLOR_BGR2RGB)
result = mask_generator.generate(image_rgb)