文件列表:

LICENSE (1073, 2014-10-25)
cold_reflection_by_lildream_res.jpg (52322, 2014-10-25)
report_pl.pdf (184556, 2014-10-25)
src (0, 2014-10-25)
src\DataStorage (0, 2014-10-25)
src\DataStorage\PictureData.java (2206, 2014-10-25)
src\DataStorage\PixelData.java (3276, 2014-10-25)
src\DataStorage\RGBToBlackAndWhite.java (2466, 2014-10-25)
src\main (0, 2014-10-25)
src\main\D_DistancesMatrix.java (2140, 2014-10-25)
src\main\FCM.java (4204, 2014-10-25)
src\main\InputThread.java (2256, 2014-10-25)
src\main\Main.java (3566, 2014-10-25)
src\main\U_MembershipMatrix.java (4017, 2014-10-25)
src\main\V_CentersMatrix.java (1979, 2014-10-25)
src\view (0, 2014-10-25)
src\view\DebugFrame.java (1088, 2014-10-25)
src\view\ImageRowPanel.java (1132, 2014-10-25)
uncle_sam_res.jpg (292781, 2014-10-25)

Fuzzy C-Means algorithm for image clustering ================================================== This program was written for the university course of discrete mathematics during june of 2012. ## Introduction When we look at the image all we see is just a bunch of pixels. Each pixel consists of some data, for example the values of r, g, b channels. There are infinite ways in which one could group them. As the problem is very common there are many tested algorithms for this task. [Fuzzy C-Means] is one of them. ## Example results ![alt text][img1] *Image with limited color palete* ![alt text][img2] *Detailed image* ## Usage All configuration can be changed be modifying the [Main] class. For single image: 1. Set the **_directory_** to **false** 1. Set the **_dir_** to point to directory of the image 1. Set the **_fileName_** to name of the image ( including file extension) 1. Run the program 1. After the program finishes the window will pop up with the results 1. Result image will be saved to **_out_** directory For directory of images: 1. Set the **_directory_** to **true** 1. Set the **_dir_** to point to the selected directory 1. Run the program 1. Result images will be saved to **_out_** directory ####Other parameters * **_c_** number of clusters * **_m_** parameter of *fuzzines* * **_e_** minimum accuracy of the result * **_storeResult_** if result should be saved to disk * **_colors_** array of color used to colorize the result ( should be bigger then **_c_** !) * **_maxIteration_** number of iterations #### How do I stop the program ? * wait till the result is accurate enough ( parameter **_e_**) * wait for all iterations to complete ( parameter **_maxIteration_**) * write **stop** in the console ## Other * During class we were presented with example calculations that I have used for testing. For some reason I can't find the tests :( * I've been using mercurial at the time so the original history is gone * Enclosed report is terribly written. No matter how much better I got at writing software I've got infinitely better at writing documentation * As the program was to be further modified by other students all comments were required to be in Polish ## Thanks I would like to thank Micha Laskowski for allowing me to use his laptop during the original presentation. [Fuzzy C-Means]:http://en.wikipedia.org/wiki/Fuzzy_clustering#Fuzzy_c-means_clustering [Main]: src/main/Main.java [img1]: https://raw.github.com/Scthe/fcm-images/master/cold_reflection_by_lildream_res.jpg "Image with limited color palete" [img2]: https://raw.github.com/Scthe/fcm-images/master/uncle_sam_res.jpg "Detailed image"

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