Matching Curves to Imprecise Point Sets using Fréchet Distance
نویسندگان
چکیده
Let P be a polygonal curve in R of length n, and S be a point-set of size k. The Curve/Point Set Matching problem consists of finding a polygonal curve Q on S such that the Fréchet distance from P is less than a given ε. We consider eight variations of the problem based on the distance metric used and the omittability or repeatability of the points. We provide closure to a recent series of complexity results for the case where S consists of precise points. More importantly, we formulate a more realistic version of the problem that takes into account measurement errors. This new problem is posed as the matching of a given curve to a set of imprecise points. We prove that all three variations of the problem that are in P when S consists of precise points become NP-complete when S consists of imprecise points. We also discuss approximation re-
منابع مشابه
Computing the discrete Fréchet distance upper bound of imprecise input is NP-hard
The Fréchet distance is a natural measure of similarity between two curves [4]. The Fréchet distance between two curves is often referred to as the “dog-leash distance”. Alt and Godau [4] presented an algorithm to compute the Fréchet distance between two polygonal curves of n and m vertices in O(nm log(nm)) time. There has been a lot of applications using the Fréchet distance to do pattern/curv...
متن کاملApproximate Matching of Curves to Point Sets
Let P be a polygonal curve in R of length n, and S be a point set of size k. The Curve/Point Set Matching problem consists of finding a polygonal curve Q on S such that the Fréchet distance from P is less than a given ε. We consider eight variations of the problem based on the distance metric used and the omittability and repeatability of the points. We provide closure to a recent series of com...
متن کاملComputing the Discrete Fréchet Distance with Imprecise Input
We consider the problem of computing the discrete Fréchet distance between two polygonal curves when their vertices are imprecise. An imprecise point is given by a region and this point could lie anywhere within this region. By modelling imprecise points as balls in arbitrary fixed dimension, we present an algorithm for this problem that returns in time O(mn log(mn)) the Fréchet distance lower ...
متن کاملApproximately matching polygonal curves with respect to the Fre'chet distance
In this paper we present approximate algorithms for matching two polygonal curves with respect to the Fréchet distance. We define a discrete version of the Fréchet distance as a distance measure between polygonal curves and show that this discrete version is bounded by the continuous version of the Fréchet distance. For the task of matching with respect to the discrete Fréchet distance, we deve...
متن کاملProbabilistic matching of sets of polygonal curves∗
Analysis and comparison of geometric shapes are of importance in various application areas within computer science, e.g., pattern recognition and computer vision. The general situation in a shape matching problem is that we are given two shapes A and B and a certain class T of allowable transformations and we want to transform B optimally so that the transformed image of B is as close to A as p...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- CoRR
دوره abs/1404.4859 شماره
صفحات -
تاریخ انتشار 2014