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Friday, 4/15/2005

Bubble Vision

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I just completed a small project into general purpose machine vision. The essential concept is to grow "bubbles" within regions of an image that have the same color or smooth gradients of color that shift gradually from one to another.

The method is a bit like a traditional flood-fill algorith, but uses a continuous loop of nodes that move and multiply to push the loop ever outward until they hit individual obstacles. The growth is controlled primarily by cellular automata style rules. There's also an algorithm for dealing with cases where the bubble wraps around "islands" of obstacles. Rather than leave a seam behind as the bubble grows, it engulfs these islands by connecting the touching parts of the loop and discarding the parts of the loop left inside.

I also critique the shortcomings of the bubble concept and indicate opportunities to build on its successes.

I've included the source code for download and provided extensive explanation of how the algorithm works. I invite you to check out the project site.

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All Entries

(reverse date order)

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  • 11/6/2007 - What bar code scanners can tell us about perception
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  • 7/1/2007 - Patch mapping in video
  • 6/27/2007 - Emotional and moral tagging of percepts and concepts
  • 6/22/2007 - A hypothetical blob-based vision system
  • 4/21/2007 - Abstraction in neuron banks
  • 4/12/2007 - Pattern Sniffer: a demonstration of neural learning
  • 4/7/2007 - A respectful critique of the Hierarchical Temporal Memory (HTM) concept
  • 11/10/2005 - Neuron banks and learning
  • 11/3/2005 - A standardized test of perceptual capability
  • 10/29/2005 - Using your face and a webcam to control a computer
  • 10/8/2005 - Stereo disparity edge maps
  • 9/25/2005 - Some stereo vision illusions
  • 9/21/2005 - Topics in Machine Vision
  • 8/26/2005 - Introduction to Machine Vision
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  • 8/11/2005 - Stereo vision: measuring object distance using pixel offset
  • 8/7/2005 - Automatic alignment of stereo cameras
  • 8/7/2005 - DualCameras component
  • 7/30/2005 - Patch equivalence
  • 7/12/2005 - Machine vision: motion-based segmentation
  • 6/20/2005 - Machine vision: spindles
  • 6/16/2005 - Machine vision: smoothing out textures
  • 6/15/2005 - Machine vision: studying surface textures
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  • 6/10/2005 - Machine vision: motion tracking
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  • 6/10/2005 - Machine vision: layer-based models
  • 6/9/2005 - Machine vision: 2D collages
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  • 6/9/2005 - Machine vision: blob growth
  • 5/11/2005 - Review of "Visual Intelligence"
  • 5/4/2005 - The portable, hand-held learning laboratory
  • 4/27/2005 - Review of "On Intelligence"
  • 4/15/2005 - Bubble Vision
  • 2/26/2005 - Machine vision of GUIs
  • 1/23/2005 - The fallacy of bigger brains
  • 1/12/2005 - Follow-up on Pile
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  • 11/2/2004 - Neural network demo
  • 10/17/2004 - Roamer: recent updates
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