MAXIMALLY STABLE EXTREMAL REGIONS Sample Clauses

MAXIMALLY STABLE EXTREMAL REGIONS. This section represents a departure from the more standard types of affine invariant locator, as described in the last sections. Maximally Stable Extremal Regions (MSER) locates detectable regions by an exhaustive thresholding and examination process. Informally, the process can be described through the analogy of watching a film. If it were assumed that all pixels below a set threshold are coloured black, and all above white, then starting from a very low threshold and incrementally increasing the threshold, one would start with a white screen initially, with black regions forming and merging as the threshold was altered. Finally, a black screen would appear. By keeping a record of all the connected black regions over the lifetime of the process, one could ascertain which regions existed for the longest period of threshold values. These regions could be termed Maximally Stable Extremal Regions. This process has a computational cost per image of O  n loglog n  , where n represents the number of pixels within the image. Once MSER regions have been detected, the areas (which can be of arbitrary shape and size) are represented in an affine invariant manner. This is achieved using complex moment combinations, which acting together can define a region in an invariant way. This is exactly the same process as detailed in Section 5.1.2.2 (Equation 5.8).
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