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Published byVincent Holt Modified over 6 years ago
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Project Progress and Future Plans By: Matthew Marsh
“GrabCut” Project Progress and Future Plans By: Matthew Marsh
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What is “GrabCut” “GrabCut” is an image segmentation technique
My aim is to implement “GrabCut” as a plugin for Gimp Code written in C++ and C
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Image Segmentation Process of Splitting images into parts
“GrabCut” uses region and boundary information in the image to perform segemtation Strong gradients indicate boundaries Areas of colour coherence indicate regions
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How “GrabCut” Works User Needs to help the algorithm by specifying foreground and background regions Builds up a Graph where nodes represent pixels Uses a Max-Flow algorithm to segment the graph, and the represented image
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Graph cut
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How My Plugin Works Allows the user to paint on foreground and background regions. Histrograms created from these “clues” from the user, and then uses the max flow algorithm to segment the image. At the moment only using Greyscale images. Use GDK to do all graphical interface
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Future Plans So far only have a greyscale implementation
intend to implement colour Can’t use histograms, have to use a Gaussian Mixture Model If I have sufficent time implement a border matting feature to deal with hair and other fine textures.
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Guassian Mixture Models
I:\MixtureEM\JavaApp.html
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