Evaluation of a Class of Segmenters for IR Imagery (Evaluation d'une Classe de Segmenteurs pour Images IR),

Abstract

This report presents an evaluation of the performance of 6 algorithms dedicated to segmentation of targets in IR imagery. These segmentation algorithms or segmenters are based on the single assumption that the targets display a larger thermal signature than the background. The first 3 segmenters deal with an image in its entirety, whereas the last 3 incorporate the Background Elimination Technique (BET), which aims at eliminating wholly or partly the background by levelling it. The segmenters are judged according to (a) their extraction rate; (b) the fidelity of the segmentation with respect to the geometrical properties of the extracted targets; and (c) the degree of distinctiveness imparted to the extracted targets as opposed to the nontargets. The 3 segmenters relying on BET have a better extraction rate than the other 3 that try to cope with the background simply by partitioning the image. Most segmenters here distort in one way or another the shape of the targets. The two exceptions are segmenter No. 1 (Single Intensity Threshold Silhouette Generator or SIT Generator) and No. 6 (SIT Generator in conjunction with a particular version of BET). The experimental results show that the intensity, contrast and variance features are the most effective in discriminating the targets from the nontargets.

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Document Details

Document Type
Technical Report
Publication Date
May 01, 1980
Accession Number
ADA089907

Entities

People

  • L. Sevigny

Tags

Communities of Interest

  • Human Systems
  • Materials and Manufacturing Processes

DTIC Thesaurus Topics

  • Algorithms
  • Armored Personnel Carriers
  • Aspect Ratio
  • Body Weight
  • Brightness
  • Classification
  • Computer Vision
  • Contrast
  • Databases
  • Detection
  • Diameters
  • Difference Equations
  • False Alarms
  • Filters
  • Frequency
  • Test And Evaluation
  • Warning Systems

Readers

  • Computer Vision.
  • Systems Analysis and Design