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AFE-ORB-SLAM: Robust Monocular VSLAM Based on Adaptive FAST Threshold and Image Enhancement for Complex Lighting Environments

Author: Yu

Year: 2022

Notes:

  • Adaptive FAST threshold to improve extraction
  • Image enhancement based on Adaptive Gamma Correction and unsharp masking

Image Enhancement:

  • represent the contrast of an image with the standard deviation of the image intensity
  • bright and dark images receive a different treatment. Dark image if the avg of pixel value is below 128, bright else
  • Apply gamma corection with tau = 0.3 (for the truncated CDF) for dark images
  • Apply the same on negative images for bright images
  • Then image sharpening is applied to highlight the contour