from unittest import TestCase import numpy as np from mmengine.testing import assert_allclose from mmdet.structures.mask import BitmapMasks, PolygonMasks class TestMaskStructures(TestCase): def test_bitmap_translate_same_size(self): mask_array = np.zeros((5, 10, 10), dtype=np.uint8) mask_array[:, 0:5, 0:5] = 1 mask_target = np.zeros((5, 10, 10), dtype=np.uint8) mask_target[:, 0:5, 5:10] = 1 mask = BitmapMasks(mask_array, 10, 10) mask = mask.translate((10, 10), 5) assert mask.masks.shape == (5, 10, 10) assert_allclose(mask_target, mask.masks) def test_bitmap_translate_diff_size(self): # test out shape larger mask_array = np.zeros((5, 10, 10), dtype=np.uint8) mask_array[:, 0:5, 0:5] = 1 mask_target = np.zeros((5, 20, 20), dtype=np.uint8) mask_target[:, 0:5, 5:10] = 1 mask = BitmapMasks(mask_array, 10, 10) mask = mask.translate((20, 20), 5) assert mask.masks.shape == (5, 20, 20) assert_allclose(mask_target, mask.masks) # test out shape smaller mask_array = np.zeros((5, 10, 10), dtype=np.uint8) mask_array[:, 0:5, 0:5] = 1 mask_target = np.zeros((5, 20, 8), dtype=np.uint8) mask_target[:, 0:5, 5:] = 1 mask = BitmapMasks(mask_array, 10, 10) mask = mask.translate((20, 8), 5) assert mask.masks.shape == (5, 20, 8) assert_allclose(mask_target, mask.masks) def test_bitmap_cat(self): # test invalid inputs with self.assertRaises(AssertionError): BitmapMasks.cat(BitmapMasks.random(4)) with self.assertRaises(ValueError): BitmapMasks.cat([]) with self.assertRaises(AssertionError): BitmapMasks.cat([BitmapMasks.random(2), PolygonMasks.random(3)]) masks = [BitmapMasks.random(num_masks=3) for _ in range(5)] cat_mask = BitmapMasks.cat(masks) assert len(cat_mask) == 3 * 5 for i, m in enumerate(masks): assert_allclose(m.masks, cat_mask.masks[i * 3:(i + 1) * 3]) def test_polygon_cat(self): # test invalid inputs with self.assertRaises(AssertionError): PolygonMasks.cat(PolygonMasks.random(4)) with self.assertRaises(ValueError): PolygonMasks.cat([]) with self.assertRaises(AssertionError): PolygonMasks.cat([BitmapMasks.random(2), PolygonMasks.random(3)]) masks = [PolygonMasks.random(num_masks=3) for _ in range(5)] cat_mask = PolygonMasks.cat(masks) assert len(cat_mask) == 3 * 5 for i, m in enumerate(masks): assert_allclose(m.masks, cat_mask.masks[i * 3:(i + 1) * 3])