Detecting Salient Blob-Like Image Structures with a Scale-Space Primal Sketch: A Method for Focus-of-Attention (1993)
| Venue: | INT. J. COMP. VISION |
| Citations: | 125 - 13 self |
BibTeX
@ARTICLE{Lindeberg93detectingsalient,
author = {Tony Lindeberg},
title = {Detecting Salient Blob-Like Image Structures with a Scale-Space Primal Sketch: A Method for Focus-of-Attention},
journal = {INT. J. COMP. VISION},
year = {1993},
volume = {11},
number = {3}
}
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Abstract
This article presents: (i) a multi-scale representation of grey-level shape called the scale-space primal sketch, which makes explicit both features in scale-space and the relations between structures at different scales, (ii) a methodology for extracting significant blob-like image structures from this representations, and (iii) applications to edge detection, histogram analysis, and junction classification demonstrating how the proposed method can be used for guiding later stage visual processes. The representation gives a qualitative description of image structure, which allows for detection of stable scales and associated regions of interest in a solely bottom-up data-driven way. In other words, it generates coarse segmentation cues, and can hence be seen as preceding further processing, which can then be properly tuned. It is argued that once such information is available, many other processing tasks can become much simpler. Experiments on real imagery demonstrate that the proposed theory gives intuitive results.
