# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved import numpy as np import unittest from detectron2.data.transforms.transform import RotationTransform class TestRotationTransform(unittest.TestCase): def assertEqualsArrays(self, a1, a2): self.assertTrue(np.allclose(a1, a2)) def randomData(self, h=5, w=5): image = np.random.rand(h, w) coords = np.array([[i, j] for j in range(h + 1) for i in range(w + 1)], dtype=float) return image, coords, h, w def test180(self): image, coords, h, w = self.randomData(6, 6) rot = RotationTransform(h, w, 180, expand=False, center=None) self.assertEqualsArrays(rot.apply_image(image), image[::-1, ::-1]) rotated_coords = [[w - c[0], h - c[1]] for c in coords] self.assertEqualsArrays(rot.apply_coords(coords), rotated_coords) def test45_coords(self): _, coords, h, w = self.randomData(4, 6) rot = RotationTransform(h, w, 45, expand=False, center=None) rotated_coords = [ [(x + y - (h + w) / 2) / np.sqrt(2) + w / 2, h / 2 + (y + (w - h) / 2 - x) / np.sqrt(2)] for (x, y) in coords ] self.assertEqualsArrays(rot.apply_coords(coords), rotated_coords) def test90(self): image, coords, h, w = self.randomData() rot = RotationTransform(h, w, 90, expand=False, center=None) self.assertEqualsArrays(rot.apply_image(image), image.T[::-1]) rotated_coords = [[c[1], w - c[0]] for c in coords] self.assertEqualsArrays(rot.apply_coords(coords), rotated_coords) def test90_expand(self): # non-square image image, coords, h, w = self.randomData(h=5, w=8) rot = RotationTransform(h, w, 90, expand=True, center=None) self.assertEqualsArrays(rot.apply_image(image), image.T[::-1]) rotated_coords = [[c[1], w - c[0]] for c in coords] self.assertEqualsArrays(rot.apply_coords(coords), rotated_coords) def test_center_expand(self): # center has no effect if expand=True because it only affects shifting image, coords, h, w = self.randomData(h=5, w=8) angle = np.random.randint(360) rot1 = RotationTransform(h, w, angle, expand=True, center=None) rot2 = RotationTransform(h, w, angle, expand=True, center=(0, 0)) rot3 = RotationTransform(h, w, angle, expand=True, center=(h, w)) rot4 = RotationTransform(h, w, angle, expand=True, center=(2, 5)) for r1 in [rot1, rot2, rot3, rot4]: for r2 in [rot1, rot2, rot3, rot4]: self.assertEqualsArrays(r1.apply_image(image), r2.apply_image(image)) self.assertEqualsArrays(r1.apply_coords(coords), r2.apply_coords(coords)) if __name__ == "__main__": unittest.main()