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NXML - Introducing an XML Based Language To Perform Neural Network Processing, Image Analysis, Pattern Detection Etc

By , 21 Oct 2009
 
nxml_bin.zip
BrainNet.NeuralFramework.dll
Gate
AND.xml
Gate.xml
OR.xml
runGate.n.xml
trainGate.n.xml
XOR.xml
nxml.exe
Tumor
generate.bat
run.n.xml
runstart.bat
samples
img1.bmp
img10.bmp
img11.bmp
img12.bmp
img13.bmp
img2.bmp
img3.bmp
img4.bmp
img5.bmp
img6.bmp
img7.bmp
img8.bmp
img9.bmp
Thumbs.db
test
testimg1.bmp
testimg2.bmp
testimg3.bmp
testimg4.bmp
testimg5.bmp
testimg6.bmp
testimg7.bmp
testimg8.bmp
Thumbs.db
Thumbs.db
train.n.xml
trainstart.bat
 
<?xml version="1.0" encoding="utf-8"?>
<NXML xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://tempuri.org/NeuralXML.xsd">
  <Network LoadPath="DensityDetect.xml" SaveOnFinish="true" SavePath="DensityDetect.xml">
    <DataBlock Type="Train" TrainCount="3000">
      <ImageData InputFile="samples\img1.bmp" InputWidth="16" 
                 InputHeight="16" OutputValue="0" OutputType="Number" />
      <ImageData InputFile="samples\img2.bmp" InputWidth="16"
                 InputHeight="16" OutputValue="0" OutputType="Number" />
      <ImageData InputFile="samples\img3.bmp" InputWidth="16" 
                InputHeight="16" OutputValue="1" OutputType="Number" />
      <ImageData InputFile="samples\img4.bmp" InputWidth="16" 
                InputHeight="16" OutputValue="1" OutputType="Number" />
      <ImageData InputFile="samples\img5.bmp" InputWidth="16" 
                InputHeight="16" OutputValue="2" OutputType="Number" />
      <ImageData InputFile="samples\img6.bmp" InputWidth="16" 
                InputHeight="16" OutputValue="2" OutputType="Number" />
      <ImageData InputFile="samples\img7.bmp" InputWidth="16" 
                 InputHeight="16" OutputValue="3" OutputType="Number" />
      <ImageData InputFile="samples\img8.bmp" InputWidth="16" 
                 InputHeight="16" OutputValue="3" OutputType="Number" />
      <ImageData InputFile="samples\img9.bmp" InputWidth="16" 
                 InputHeight="16" OutputValue="3" OutputType="Number" />
      <ImageData InputFile="samples\img11.bmp" InputWidth="16" 
                 InputHeight="16" OutputValue="2" OutputType="Number" />
      <ImageData InputFile="samples\img12.bmp" InputWidth="16" 
                 InputHeight="16" OutputValue="1" OutputType="Number" />
      <ImageData InputFile="samples\img13.bmp" InputWidth="16" 
                 InputHeight="16" OutputValue="0" OutputType="Number" />
    </DataBlock>
  </Network>
</NXML>

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License

This article, along with any associated source code and files, is licensed under The Code Project Open License (CPOL)

About the Author

 Anoop Madhusudanan
Architect
India India
Member
Microsoft MVP | Architect, Trainer Blogger, Speaker | Exp in Silverlight, WPF, ASP.NET, Cloud | R&D in UX, AI, HDI, GA | Husband, Son, Father.

Follow: I'm In Twitter @amazedsaint | Blog: http://amazedsaint.com

About Article
Do some Brain Tumor detection using neural networks, in a very simple and easy manner. This is the story and source code of an XML based language, to help you create, train and run your own neural networks?
Type Article
Licence CPOL
First Posted 8 Jun 2006
Views 48,900
Downloads 827
Bookmarked 92 times

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