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Scale-Space-Blob-Detection

Blob detection on images using Matlab

Outline:

  1. Generate a Laplacian of Gaussian filter.

  2. Build a Laplacian scale space, starting with some initial scale and going for n iterations:

    • Filter image with scale-normalized Laplacian at current scale.
    • Save square of Laplacian response for current level of scale space.
    • Increase scale by a factor k.
  3. Perform nonmaximum suppression in scale space.

  4. Display resulting circles at their characteristic scales.

Two implementations performed for performance comparison:

  • Upscaling filter size
  • Downsampling image

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Blob detection on images using Matlab

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  • MATLAB 100.0%