Title :
An optimal segmentation encoding scheme in the rate distortion sense
Author :
Schuster, Guido M. ; Katsaggelos, Aggelosli
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Northwestern Univ., Evanston, IL, USA
Abstract :
In this paper, we present two fast and efficient methods for the lossy encoding of object boundaries which are given as 8-connect chain codes. We approximate the boundary by a polygon and consider the problem of finding the polygon which leads to the smallest distortion for a given number of bits. We introduce two different approaches to find the best polygonal approximation when an additive distortion measure is employed. The first approach is based on Lagrangian relaxation and a shortest path algorithm. This scheme results in solutions which belong to the convex hull of the operational rate-distortion curve. The second algorithm is based on a tree pruning scheme and finds all optimal solutions. We present results of the proposed algorithms using an object from the “Miss America” sequence
Keywords :
approximation theory; image segmentation; object-oriented methods; rate distortion theory; relaxation theory; video coding; 8-connect chain codes; Lagrangian relaxation; additive distortion measure; lossy encoding; object boundaries; optimal segmentation encoding scheme; optimal solutions; polygonal approximation; rate distortion sense; shortest path algorithm; tree pruning scheme; Additives; Encoding; Lagrangian functions; Object recognition; Quantization; Rate-distortion; Spline; Video coding;
Conference_Titel :
Circuits and Systems, 1996. ISCAS '96., Connecting the World., 1996 IEEE International Symposium on
Conference_Location :
Atlanta, GA
Print_ISBN :
0-7803-3073-0
DOI :
10.1109/ISCAS.1996.541806