Title :
Pitch angle estimation using a Vehicle-Mounted monocular camera for range measurement
Author :
Bo Li ; Xiaolin Zhang ; Sato, Mitsuhisa
Author_Institution :
Dept. of Inf. Process., Tokyo Inst. of Technol., Tokyo, Japan
Abstract :
To achieve a usable range measurement feature using a Vehicle-Mounted monocular camera for ADAS (Advantage Drive Assist System), a pitch angle estimation with high accuracy is required. We propose a method for estimating pitch angle with a non-occurrence of cumulative error, and the initial pitch angle can be estimated simultaneously with only a Vehicle-Mounted monocular camera. We use the Harris-corner algorithm and the pyramid Lucas-Kanade method to detect the optical flow of feature points between adjacent frames from the monocular camera. With the result of the optical flow detection using Structure from Motion method to estimate the camera ego-motion parameters, including the rotation matrix and the translation vector, and to optimize the estimated ego-motion parameters using the Gauss-Newton method. In addition, we propose a method of estimating pitch angle relative to the road surface from the translation vector. The pitch angle and the pitch angle rate decomposed from the rotation matrix of the adjacent frames are composed using an average transfer method, to achieve the high accuracy pitch estimation. Further, the effectiveness of the proposed method is confirmed by experiment.
Keywords :
Newton method; angular measurement; cameras; estimation theory; flow sensors; image sequences; matrix algebra; optical sensors; parameter estimation; road vehicles; vectors; ADAS; Gauss-Newton method; Harris-corner algorithm; advantage drive assist system; average transfer method; camera egomotion parameter estimation; cumulative error; decomposition; optical flow detection; pitch angle estimation; pyramid Lucas-Kanade method; range measurement; rotation matrix; structure from motion method; translation vector; vehicle-mounted monocular camera; Accuracy; Cameras; Estimation; Matrix decomposition; Roads; Vectors; Vehicles; Pitch angle estimation; average transfer method; camera ego-motion estimation; pitch angle composition; range measurement by vehicle-mounted monocular camera;
Conference_Titel :
Signal Processing (ICSP), 2014 12th International Conference on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-4799-2188-1
DOI :
10.1109/ICOSP.2014.7015183