Computer Recognition of Prismatic Solids

An investigation is made into the problem of constructing a model of the appearance to an optical input device of scenes consisting of plane-faced geometric solids. The goal is to study algorithms which find the real straight edges in the scenes, taking into account smooth variations in intens...

Full description

Bibliographic Details
Main Author: Griffith, Arnold K.
Language:en_US
Published: 2004
Online Access:http://hdl.handle.net/1721.1/6882
_version_ 1826195547960115200
author Griffith, Arnold K.
author_facet Griffith, Arnold K.
author_sort Griffith, Arnold K.
collection MIT
description An investigation is made into the problem of constructing a model of the appearance to an optical input device of scenes consisting of plane-faced geometric solids. The goal is to study algorithms which find the real straight edges in the scenes, taking into account smooth variations in intensity over faces of the solids, blurring of edges and noise. A general mathematical analysis is made of optimal methods for identifying the edge lines in figures, given a raster of intensities covering the entire field of view. There is given in addition a suboptimal statistical decision procedure, based on the model, for the identification of a line within a narrow band on the field of view given an array of intensities from within the band. A computer program has been written and extensively tested which implements this procedure and extracts lines from real scenes. Other programs were written which judge the completeness of extracted sets of lines, and propose and test for additional lines which had escaped initial detection. The performance of these programs is discussed in relation to the theory derived from the model, and with regard to their use of global information in detecting and proposing lines.
first_indexed 2024-09-23T10:14:27Z
id mit-1721.1/6882
institution Massachusetts Institute of Technology
language en_US
last_indexed 2024-09-23T10:14:27Z
publishDate 2004
record_format dspace
spelling mit-1721.1/68822019-04-11T03:41:47Z Computer Recognition of Prismatic Solids Griffith, Arnold K. An investigation is made into the problem of constructing a model of the appearance to an optical input device of scenes consisting of plane-faced geometric solids. The goal is to study algorithms which find the real straight edges in the scenes, taking into account smooth variations in intensity over faces of the solids, blurring of edges and noise. A general mathematical analysis is made of optimal methods for identifying the edge lines in figures, given a raster of intensities covering the entire field of view. There is given in addition a suboptimal statistical decision procedure, based on the model, for the identification of a line within a narrow band on the field of view given an array of intensities from within the band. A computer program has been written and extensively tested which implements this procedure and extracts lines from real scenes. Other programs were written which judge the completeness of extracted sets of lines, and propose and test for additional lines which had escaped initial detection. The performance of these programs is discussed in relation to the theory derived from the model, and with regard to their use of global information in detecting and proposing lines. 2004-10-20T20:04:11Z 2004-10-20T20:04:11Z 1970-08-01 AITR-230 http://hdl.handle.net/1721.1/6882 en_US AITR-230 9206343 bytes 6459282 bytes application/postscript application/pdf application/postscript application/pdf
spellingShingle Griffith, Arnold K.
Computer Recognition of Prismatic Solids
title Computer Recognition of Prismatic Solids
title_full Computer Recognition of Prismatic Solids
title_fullStr Computer Recognition of Prismatic Solids
title_full_unstemmed Computer Recognition of Prismatic Solids
title_short Computer Recognition of Prismatic Solids
title_sort computer recognition of prismatic solids
url http://hdl.handle.net/1721.1/6882
work_keys_str_mv AT griffitharnoldk computerrecognitionofprismaticsolids