Physics-Based Segmentation: Looking Beyond Color.

Abstract

We previously presented a framework for segmentation of complex scenes using multiple physical hypotheses for simple image regions. A consequence of that framework was a proposal for a new approach to the segmentation of complex scenes into regions corresponding to coherent surfaces rather than merely regions of similar color. Herein we present an implementation of this new approach and show example segmentations for scenes containing multi-colored piece-wise uniform objects. By using this new approach we are able to intelligently segment scenes with objects of greater complexity than previous physics-based segmentation algorithms. The results show that by using general physical models we can obtain segmentations that correspond more closely to objects in the scene than segmentations found using only color.

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Document Details

Document Type
Technical Report
Publication Date
Oct 25, 1995
Accession Number
ADA313286

Entities

People

  • Bruce A. Maxwell
  • Steven Arthur Shafer

Organizations

  • Carnegie Mellon University

Tags

Communities of Interest

  • Advanced Electronics
  • Autonomy
  • Energy and Power Technologies

DTIC Thesaurus Topics

  • Algorithms
  • Celestial Brightness
  • Chi Square Test
  • Department Of Defense
  • Estimators
  • Governments
  • Illuminants
  • Illumination
  • Images
  • Light Sources
  • Materials
  • Physics
  • Reflectance
  • Robotics
  • Three Dimensional
  • Transfer Functions
  • United States Government

Fields of Study

  • Computer science
  • Physics

Readers

  • Computer Vision.