H. Naruse et al., HIGH-ACCURACY MULTIVIEWPOINT STEREO MEASUREMENT USING THE MAXIMUM-LIKELIHOOD METHOD, IEEE transactions on industrial electronics, 44(4), 1997, pp. 571-578
We propose a new type of highly accurate multi-viewpoint stereo measur
ement using the maximum-likelihood method. This method is used for mea
suring positions of facilities, such as telegraph poles on a road. In
this method, a normal distribution is assumed for a measurement error
on stereo image planes. First, the probability density functions of th
e measurement errors at the multi-viewpoints are combined. Next, the c
ombined function is expressed using both real-space coordinates and co
ordinate transformation parameters, which give relative viewpoint posi
tions, and the most probable coordinates are estimated from a conditio
n that minimizes the function. Then, the best viewpoint positions, whi
ch minimize the area of the combined error ellipse, are investigated b
y analyzing the variance included in the estimated coordinates, and th
e relationship between the number of viewpoints and the variance of th
e best viewpoint positions is obtained. Finally, these theoretical res
ults are confirmed experimentally by measuring outdoor facilities.