import numpy as np from typing import Literal def split_image(image: np.ndarray, width_parts: int, height_parts: int, result: Literal['np.ndarray', 'bboxes'] = 'np.ndarray'): tile_width = image.shape[0] // width_parts tile_height = image.shape[1] // height_parts for height in range(height_parts): for width in range(width_parts): width_start = width * tile_width width_end = tile_width * (width + 1) if (width + 1) < width_parts else image.shape[0] height_start = height * tile_height height_end = tile_height * (height + 1) if (height + 1) < height_parts else image.shape[1] if result == 'np.ndarray': # np.ndarray(height, width, channels) yield image[height_start:height_end, width_start:width_end] else: # Both sets of boxes are expected to be in ``(x1, y1, x2, y2)`` format with ``0 <= x1 < x2`` and ``0 <= y1 < y2``. yield (width_start, height_start, width_end, height_end)