# Copyright (c) Facebook, Inc. and its affiliates. import unittest import torch from detectron2.structures.masks import BitMasks, PolygonMasks, polygons_to_bitmask class TestBitMask(unittest.TestCase): def test_get_bounding_box(self): masks = torch.tensor( [ [ [False, False, False, True], [False, False, True, True], [False, True, True, False], [False, True, True, False], ], [ [False, False, False, False], [False, False, True, False], [False, True, True, False], [False, True, True, False], ], torch.zeros(4, 4), ] ) bitmask = BitMasks(masks) box_true = torch.tensor([[1, 0, 4, 4], [1, 1, 3, 4], [0, 0, 0, 0]], dtype=torch.float32) box = bitmask.get_bounding_boxes() self.assertTrue(torch.all(box.tensor == box_true).item()) for box in box_true: poly = box[[0, 1, 2, 1, 2, 3, 0, 3]].numpy() mask = polygons_to_bitmask([poly], 4, 4) reconstruct_box = BitMasks(mask[None, :, :]).get_bounding_boxes()[0].tensor self.assertTrue(torch.all(box == reconstruct_box).item()) reconstruct_box = PolygonMasks([[poly]]).get_bounding_boxes()[0].tensor self.assertTrue(torch.all(box == reconstruct_box).item()) def test_from_empty_polygons(self): masks = BitMasks.from_polygon_masks([], 100, 100) self.assertEqual(masks.tensor.shape, (0, 100, 100)) def test_getitem(self): masks = BitMasks(torch.ones(3, 10, 10)) self.assertEqual(masks[1].tensor.shape, (1, 10, 10)) self.assertEqual(masks[1:3].tensor.shape, (2, 10, 10)) self.assertEqual(masks[torch.tensor([True, False, False])].tensor.shape, (1, 10, 10)) if __name__ == "__main__": unittest.main()