Can you suggest references about colour image segmentation using metaheuristic algorithms?

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Which are, in your opinion, the more suitable indices for segmentation quality of color images?

Can you give me any suggestion about indices for testing a segmentation procedure for color images? Many thanks

10 November 2017 6,214 5 View

Have you developed a metaheuristic algorithm for color image segmentation? If so, which color space has been used?

I try to find the better color space for edge extraction by color image

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error in running a model in Abaqus

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error in modelling model in Abaqus

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MGL tools

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i have some problem with chtMultiRegionSimpleFoam

--> FOAM FATAL ERROR: Maximum number of iterations exceeded From function Foam::scalar Foam::species::thermo::T(Foam::scalar, Foam::scalar, Foam::scalar, Foam::scalar (Foam::species::thermo::*)(Foam::scalar, Foam::scalar) const, Foam::scalar (Foam::species::thermo::*)(Foam::scalar, Foam::scalar) const, Foam::scalar (Foam::species::thermo::*)(Foam::scalar) const) const [with Thermo = Foam::hConstThermo >; Type = Foam::sensibleEnthalpy; Foam::scalar = double; Foam::species::thermo = Foam::species::thermo >, Foam::sensibleEnthalpy>] in file /home/ubuntu/OpenFOAM/OpenFOAM-4.1/src/thermophysicalModels/specie/lnInclude/thermoI.H at line 66. FOAM aborting #0 Foam::error::printStack(Foam::Ostream&) at ??:? #1 Foam::error::abort() at ??:? #2 Foam::heRhoThermo >, Foam::sensibleEnthalpy> > > >::calculate() at ??:? #3 Foam::heRhoThermo >, Foam::sensibleEnthalpy> > > >::correct() at ??:? #4 ? at ??:? #5 __libc_start_main in "/lib/x86_64-linux-gnu/libc.so.6" #6 ? at ??:?

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Anyone plz suggest relevant topic for research in image processing+Deep learning.?

I have selected brain tumor images ...but now found that already lots of research done n this topic.

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How to increase a model accuracy ?

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The procedure compute?

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Image Processing and classification using keras/Tensorflow?

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Aparna Sathya Murthy

Well Prof Giuliani , the eternal local vs global optimization for # of segments is what I can think of.

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4294284/

Adapting some combinatorial techniques

Pedro Miguel Moreira

I would suggest the following survey for deformable models segmentation:

Pablo Mesejo, Oscar Ib´a˜nez, Oscar Cord´on, Stefano Cagnoni. A Survey on Image Segmentation using Metaheuristic-based Deformable Models: State of the Art and Critical Analysis. Applied Soft Computing, Elsevier, 2016, 44, pp.1-29.

https://hal.archives-ouvertes.fr/hal-01282678/document

The following slide deck is an overview of the use of metaheuristics in image processing

Daniela Zaharie, Bio-inspired Metaheuristics and Image Processing, SSIP - Summer School on Image Processing, Szeged, Hungary, 2016.

http://www.inf.u-szeged.hu/~ssip/2016/wp-content/uploads/2016/07/Zaharie_ssip2016.pdf

Donatella Giuliani

Thanks a lot. I obtained promising results with FA algorithm for segmentation of grayscale images, I show you an example in the included file

I would like to extend the method for colour images

Regards Donatella

Moslem Arababadi

Dear Prof Giuliani,

The below reference is very similar to your work aim.

http://www.sciencedirect.com/science/article/pii/S1877050915001283.

Although,I work in brain image segmentation and trying to present new hybrid approach using FCM and metaheuristics algorithms; I work in grayscale images.

Best regards

thanks so much!

A. S. M. Shihavuddin

I would like to add one thing is depending on the application and the properties of input images, the selection of color space can be crucial for separating unique colors under varied light conditions. While working with brainbow color images and underwater images for long time, it had been my impression for getting better segmentation. Here is a paper that can help us selecting the appropriate color space for representing varied types of color images

Khan, Rahat, et al. "Discriminative color descriptors." Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 2013.

http://ieeexplore.ieee.org/abstract/document/6619213/?reload=true

Vivek Kumar Verma

Few of the best suitable papers for image segmentation using metaheuristic algorithms are listed as:

1. http://waset.org/publications/9999738/nature-inspired-metaheuristic-algorithms-for-multilevel-thresholding-image-segmentation-a-survey

2. http://elcvia.cvc.uab.es/article/view/567

3. http://www.sciencedirect.com/science/article/pii/S2352146517301989

Thanks a lot for your suggestion and helpful considerations

Regards

Donatella