A Real-Time Image Understanding System for an Autonomous Mobile Robot.

Abstract

Yamabico-11 is an autonomous mobile robot used as a research platform with one area in image understanding. Previous work focused on edge detection analysis on a Silicon Graphics Iris (SGI) workstation with no method for implementation on the robot. Yamabico-11 does not have an on-board image processing capability to detect straight edges in a grayscale image and a method for allowing the user to analyze the data. The approach taken for system development is partly based on edge extraction and line fitting algorithms of (PET92) with a 3-D geometric model of the robot's world (STE92). Image grabbing routines of (KIS95) were used to capture images with the robot's digital output camera and processed using image understanding routines developed for a SGI workstation. The routines were modified and ported onto the robot. The new method of edge extraction produces less ambient noise and more continuous vertical line segments in the gradient image which enhances pattern matching analysis of the image. Yamabico-11's computer system can capture an image with a resolution of 739 x 484 active picture elements. Edge detection analysis is performed on the robot which generates a list structure of edges and stored in the robot's memory for user analysis.

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Document Details

Document Type
Technical Report
Publication Date
Mar 01, 1996
Accession Number
ADA307298

Entities

People

  • Leonard V. Remias

Organizations

  • Naval Postgraduate School

Tags

Communities of Interest

  • Autonomy

DTIC Thesaurus Topics

  • Cartography
  • Collision Avoidance
  • Computer Science
  • Computer Vision
  • Computers
  • Detection
  • Detectors
  • Digital Images
  • Feature Extraction
  • Geometry
  • Graphics
  • Image Processing
  • Motion Planning
  • Object Recognition
  • Robots
  • Three Dimensional
  • Two Dimensional

Fields of Study

  • Computer science

Readers

  • Agent-Based Social Robotics and Mobile-Assisted Learning in Virtual Environments.
  • Database Systems and Applications
  • Image Processing and Computer Vision.

Technology Areas

  • AI & ML
  • AI & ML - Autonomous Systems
  • Autonomy