Title :
Synthetic image of multiresolution sketch leads to new features
Author :
Khachaturov, Georgii ; Moncayo-Muños, Rafael
Author_Institution :
Univ. Autonoma Metropolitana, Mexico City, Mexico
Abstract :
An approach to construction of robust features is proposed and applied to an instance of the correspondence problem. The main idea is to construct a synthetic image by a multiresolution sketch (MS) of an image and involve it into extraction of the invariants. The MS is constructed by processing the image with a scalable detector of the semilocal 1D-elements. Then, a synthetic image is constructed with all elements of the MS. Local maxima of the first and second derivatives of the synthetic image along discrete curves of the MS lead to some singular elements represented by the points of a 4D manifold. It turns out that a representative subset of the singular elements is stable. To prove that, the pair-wise correspondence between subsets of singular elements of two shots of a film was established experimentally by a consistency technique, which, unlike past approaches, does not involve epipolar constraints.
Keywords :
edge detection; feature extraction; image representation; image resolution; set theory; 4D manifold element; feature construction; image processing; multiresolution sketch discrete curve; scalable detector; singular element correspondence; synthetic image; synthetic image construction; Application software; Computational complexity; Computer vision; Detectors; Image processing; Image resolution; Object detection; Robustness; Simultaneous localization and mapping; Stability;
Conference_Titel :
3D Data Processing, Visualization and Transmission, 2004. 3DPVT 2004. Proceedings. 2nd International Symposium on
Print_ISBN :
0-7695-2223-8
DOI :
10.1109/TDPVT.2004.1335407