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Code 580 Technologies and Products

Automatic Extraction of Planetary Features

Principal Investigator (PI)
Description and Objectives
  • New unsupervised method for extraction of spatial features of elliptical and geometrically compact shape from a planetary surface.
    • Automatic processing of large amounts of data.
    • Applicable to low contrast and uneven illumination characterized image data.
    • Applicable to craters and rocks.
    • Can be generalized to other spatial features, e.g., boulders and ridges.

Automatic Extraction of Planetary Features

Experimental Results Obtained by Applying the Proposed Method to High Resolution Imaging Science Experiment (HiRISE) Images (Top: Original; Bottom: Extracted object contours highlighted in red)

 

Technical Approach
  • Combination of Image Processing Technique:
    • Canny edge detection
    • Watershed segmentation
    • Generalized Hough transform
  • Can be combined:
    • With genetic algorithm or robust feature matching for image registration
    • With Markov marked point process for more general shape detection
Main Innovation(s)
  • Unsupervised technique that does not need a priori knowledge of the terrain
  • Robust to low contrast and uneven illumination
  • Can locate spatial features of interest and provide shape and size descriptions of the extracted objects
Infusion Potential
  • Applicable to image registration as well as more general analysis of any planetary imagery