Ra. Lane et al., STRETCH-CORRELATION AS A REAL-TIME ALTERNATIVE TO FEATURE-BASED STEREO MATCHING ALGORITHMS, Image and vision computing, 12(4), 1994, pp. 203-212
Citations number
15
Categorie Soggetti
Computer Sciences, Special Topics",Optics,"Engineering, Eletrical & Electronic","Computer Science Artificial Intelligence","Computer Science Software Graphycs Programming","Computer Science Theory & Methods
We have analysed the requirements for a robust stereo vision algorithm
for use in typical industrial applications. For such applications the
views obtained in the two cameras have large differences in visual ap
pearance due to the orientation difference between the two cameras and
the close proximity of illumination sources. We have concluded that f
or this category of problem, feature-based methods should be more robu
st than conventional, area-based approaches, and this conclusion appea
rs to be borne out in the published literature. However, correlation-b
ased approaches are more suited to efficient implementation on availab
le hardware. The technique which we have developed, called Stretch-Cor
relation, is based on the cross-correlation of warped image blocks whi
ch have been preprocessed to maximize the useful information content.
Our new method models the severe warping effects encountered in diffic
ult stereo problems and effectively relaxes the front-o-parallel const
raint which is normally imposed in area-based disparity calculation. T
his algorithm imposes effectively most of the local constraints presen
t in feature-based algorithms, and can be efficiently implemented on a
vailable hardware.