Add readme.md

README.md

+   
+The Main.m is a program which compute traditional evaluation metrics and statistically-based metrics for classifiers selection.
+For correct work - indicate all of folders and subfolders in path!
+
+The program performs next stages (in the loop - for every input image):
+
+1 - open the test image from graphics file;
+
+2 - apply 10 binarization algorithms for every image;
+
+3 - Calculate and print the table with applied traditional metrics for
+binarization algorithms, according to Ground Truth;
+
+4 - Calculate and print the table with applied statistically-based
+metrics for binarization algorithms (without Ground Truth);
+
+5 - Calculate the order of classifiers from best to worsed by using
+Reference Method;
+
+And, in the end:
+
+6 - Calculate how good not-traditionally used evaluation systems 
+(Pseudo-metrics and proposed Reference method ) are good by 
+calculating (average values through dataset):
+
+   - Average sequence alignment cost between the order of classifiers 
+   - Average word-edit distance between the order of classifiers  
+   - Average correlation of algorithm`s order between the order given by 
+   F-Measure and statistically-based approaches
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