Parallel Algorithms for Gray-Scale Digitized Picture Component Labeling on a Mesh-Connected Computer

نویسندگان

  • Susanne E. Hambrusch
  • Xin He
  • Russ Miller
چکیده

We consider the problem of labeling connected components in a gray-scale image so that every component is connected, the maximum difference in the gray-scale values of the pixels within any component does not exceed a given value, and no component can be merged with a neighboring component. We develop two asymptotically optimal 0(n) time algorithms for generating such labelings on a mesh-connected computer when the image is mapped onto the mesh with one pixel per processor. The first algorithm operates directly on the image and is based on a divide-and-conquer approach. Although it is simple, it has the potential drawback of possibly assigning two adjacent pixels with the same gray-scale value to different components. The second algorithm avoids this potential drawback. It works wit.h a graph representation of the image and it allows larger components to be formed from smaller ones by taking into account properties and characteristics of the smaller components.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Parallel image component labeling for target acquisition

Jake K. Aggarwal University of Texas at Austin Department of Electrical and Computer Engineering Computer Vision Research Center Austin, Texas 78712-1084 Abstract. An important step in target acquisition is to be able to label various unconnected objects (components) in the scene. We present new algorithms for labeling connected components in a binary image. Eight connectivity for object and ba...

متن کامل

A Fast Algorithm for Image Component Labeling with Local Operators on Mesh Connected Computers

A new parallel algorithm for image component labeling with local operators on SIMD mesh connected computers is presented. This algorithm provides a positive answer to the open question whether there exists an O(n)–time and O(log n)–space local labeling algorithm on SIMD mesh connected computers. The algorithm uses a pipeline mechanism with stack–like data structures to achieve the lower bound o...

متن کامل

Data Movement Techniques for the Pyramid Computer

The pyramid computer was initially proposed for performing high-speed low-level image processing. However, its regular geometry can be adapted naturally to many other problems, providing effective solutions to problems more complex than those previously considered. We illustrate this by presenting pyramid computer solutions to problems involving component labeling, minimal spanning forests, nea...

متن کامل

Enhanced Mesh-Connected Computers for Image Processing Applications - Computer Architectures for Machine Perception, 1995. Proceedings. CAMP '95

The Reconfigurable Array with Spanning Optical Buses ( R A S O B ) has recently been introduced as an efficient enhanced mesh-connected parallel computer. RASOB combines some of the advantage characteristics of reconfigurable meshes and meshes with optical pipelined buses. In this paper, we use this computing model for the efficient design of fundamental image processing applications. In order ...

متن کامل

Algorithms Minimizing Peak Energy on Mesh-Connected Systems

There are many situations in parallel computing in which reducing power consumption is an important goal. Here we consider mesh-connected systems where each processor is connected to its neighbors in a regular grid. Such systems have been studied and constructed at a wide range of scales, from cellular automata to sensor networks to supercomputer interconnection networks. We are especially inte...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • J. Parallel Distrib. Comput.

دوره 20  شماره 

صفحات  -

تاریخ انتشار 1994