Title :
Approximate ground truth in the real world for testing optical flow algorithms
Author :
Yang, Xi ; Klette, Reinhard
Author_Institution :
.enpeda.. Project, Univ. of Auckland, Auckland, New Zealand
Abstract :
Vision-based driver assistance requires basic vision modules for stereo analysis or optic flow calculation. Driving situations change frequently, and methods need to be evaluated in the real world. The paper proposes ways for evaluating optic flow techniques by using estimated geometries for surrounding buildings or ´road furniture´. It demonstrates the value of such an evaluation by discussing four different optic flow techniques.
Keywords :
driver information systems; image sequences; stereo image processing; ground truth approximation; road furniture; stereo analysis; testing optical flow algorithm; vision based driver assistance; Adaptive optics; Algorithm design and analysis; Lighting; Noise; Optical imaging; Optical recording; Pixel; BBPW; CLG; Ground truth; Horn-Schunck; TV-L1; optical flow; performance evaluation;
Conference_Titel :
Electric Technology and Civil Engineering (ICETCE), 2011 International Conference on
Conference_Location :
Lushan
Print_ISBN :
978-1-4577-0289-1
DOI :
10.1109/ICETCE.2011.5774205