Ingenieur Vol.70 Apr-June 2017 ingenieur Apr-June 2017-FA | Page 30

INGENIEUR The planar homography [6, 7] describing the plane to plane projection can be resolved up to the scale factor by employing the concept of least square error as [2.0] Figure 3: The calibration rig (image captured from the centre camera) is located about 10m from the vehicle. where Xi and Yi is the grid coordinate of the 3D planar object (Zi is always equal to zero) and ui and vi is the image pixel coordinate of the 2D image plane of correspondence i. With the minimum of 4 correspondences, the value of planar homography H can then be resolved. Once the value of planar homography which describes the 3D plane (world) to 2D plane (image) projection is resolved, the distance between any two points lying on the 2D image plane (e.g. the two points on the surface of the road as shown in the captured image with pixel coordinates coordinates [u p1 v p1 ] and [u p2 v p2 ] ) can be measured as Figure 4: The 16 points are automatically selected. Figure 5: Calibration rig detected by the system. d=sqrt((X p1 –X p2 ) 2 +(Y p1 – Y p2 ) 2 ) [3.0] where By utilizing the planar homography, the width of the road in the captured camera image (two image coordinate points as annotated by the user) can be measured accordingly [8]. Using the discussed planar homography, any horizontal measurement (e.g. the width of a lane) can be carried out by understanding the planar project of road surface with respect to the region in the captured camera image. A calibration rig lying on the road surface (see Figure 3) can be used to obtain the planar homography. Using all the 16 points detected from the captured image (see Figure 4), the value of the planar homography is subsequently estimated with Equation 2.0. 6 28 VOL 2017 VOL 70 55 APRIL-JUNE JUNE 2013 Figure 6: Result of measurement (orange line). The obtained result is 1.0099 m (the actual length of the object is around 1 m) The estimated result is drawn on top on the detected 16 points to allow the user to validate the quality of the estimation (see Figure 5). The better the estimation, the closer is the drawing with respect to the actual calibration rig in the image. With the planar homograph value, horizontal measurement on the surface of the road can then be measured with Equation 3.0 (see Figure 6). The achieved accuracy of the designed calibration system is +/- 0.0168m.