MOST UNIFORM PATH PARTITIONING AND ITS USE IN IMAGE-PROCESSING

Citation
M. Lucertini et al., MOST UNIFORM PATH PARTITIONING AND ITS USE IN IMAGE-PROCESSING, Discrete applied mathematics, 42(2-3), 1993, pp. 227-256
Citations number
16
Categorie Soggetti
Mathematics,Mathematics
Volume
42
Issue
2-3
Year of publication
1993
Pages
227 - 256
Database
ISI
SICI code
Abstract
Let Q be a vertex-weighted path with n vertices. For any pair (L, U) c an one find a partition of Q into (a given number p of) subpaths, such that the total weight of every subpath lies between L and U?. We pres ent linear-time algorithms for the partitioning problem for given (L, U) and an O(n2p/log n) algorithm, relying on the above procedures, for finding a partition that minimizes the difference between the largest and the smallest weight of a subpath (most uniform partitioning). Our approach combines a preprocessing procedure, which detects ''obstruct ions'', if any, via a sequence of vertex compressions; and a greedy pr ocedure, which actually finds the desired partition. Path partitioning can be a useful tool in facing image degradation. In fact whenever a picture is taken or converted from one form to another, the resulting image can be affected by different types and degrees of degradation; i f we have no informations on the actual degradation process that has t aken place on the image (or if it is too difficult or costly to find s uch informations), the only way for image enhancement consists in incr easing contrast and reducing noise by suitable modifications of the gr ey level of pixels. Finding the optimal grey scale transformation whic h leads to this enhancement can be formulated as the problem of partit ioning into connected components a path with vertices corresponding to grey levels and vertex weights equal to the number of occurrences of the corresponding tone in the image, so that the sum of the weights of the vertices in each component is ''as constant as possible''. In add ition to image processing, this problem has applications in paging, cl ustering and the design of communication networks.