#!/usr/bin/env python import numpy as np import cv2 as cv from tests_common import NewOpenCVTests class odometry_test(NewOpenCVTests): def commonOdometryTest(self, needRgb, otype, algoType, useFrame): depth = self.get_sample('cv/rgbd/depth.png', cv.IMREAD_ANYDEPTH).astype(np.float32) if needRgb: rgb = self.get_sample('cv/rgbd/rgb.png', cv.IMREAD_ANYCOLOR) radian = np.radians(1) Rt_warp = np.array( [[np.cos(radian), -np.sin(radian), 0], [np.sin(radian), np.cos(radian), 0], [0, 0, 1]], dtype=np.float32 ) Rt_curr = np.array( [[np.cos(radian), -np.sin(radian), 0, 0], [np.sin(radian), np.cos(radian), 0, 0], [0, 0, 1, 0], [0, 0, 0, 1]], dtype=np.float32 ) Rt_res = np.zeros((4, 4)) if otype is not None: settings = cv.OdometrySettings() odometry = cv.Odometry(otype, settings, algoType) else: odometry = cv.Odometry() warped_depth = cv.warpPerspective(depth, Rt_warp, (640, 480)) if needRgb: warped_rgb = cv.warpPerspective(rgb, Rt_warp, (640, 480)) if useFrame: if needRgb: srcFrame = cv.OdometryFrame(depth, rgb) dstFrame = cv.OdometryFrame(warped_depth, warped_rgb) else: srcFrame = cv.OdometryFrame(depth) dstFrame = cv.OdometryFrame(warped_depth) odometry.prepareFrames(srcFrame, dstFrame) isCorrect = odometry.compute(srcFrame, dstFrame, Rt_res) else: if needRgb: isCorrect = odometry.compute(depth, rgb, warped_depth, warped_rgb, Rt_res) else: isCorrect = odometry.compute(depth, warped_depth, Rt_res) res = np.absolute(Rt_curr - Rt_res).sum() eps = 0.15 self.assertLessEqual(res, eps) self.assertTrue(isCorrect) def test_OdometryDefault(self): self.commonOdometryTest(False, None, None, False) def test_OdometryDefaultFrame(self): self.commonOdometryTest(False, None, None, True) def test_OdometryDepth(self): self.commonOdometryTest(False, cv.OdometryType_DEPTH, cv.OdometryAlgoType_COMMON, False) def test_OdometryDepthFast(self): self.commonOdometryTest(False, cv.OdometryType_DEPTH, cv.OdometryAlgoType_FAST, False) def test_OdometryDepthFrame(self): self.commonOdometryTest(False, cv.OdometryType_DEPTH, cv.OdometryAlgoType_COMMON, True) def test_OdometryDepthFastFrame(self): self.commonOdometryTest(False, cv.OdometryType_DEPTH, cv.OdometryAlgoType_FAST, True) def test_OdometryRGB(self): self.commonOdometryTest(True, cv.OdometryType_RGB, cv.OdometryAlgoType_COMMON, False) def test_OdometryRGBFrame(self): self.commonOdometryTest(True, cv.OdometryType_RGB, cv.OdometryAlgoType_COMMON, True) def test_OdometryRGB_Depth(self): self.commonOdometryTest(True, cv.OdometryType_RGB_DEPTH, cv.OdometryAlgoType_COMMON, False) def test_OdometryRGB_DepthFrame(self): self.commonOdometryTest(True, cv.OdometryType_RGB_DEPTH, cv.OdometryAlgoType_COMMON, True) if __name__ == '__main__': NewOpenCVTests.bootstrap()