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java.lang.Objectorg.neuroph.contrib.imgrec.ImageRecognitionHelper
public class ImageRecognitionHelper
Provides methods to create neural network and training set for image recognition. This class is mostly based on the code from tileclassification utility by Jon Tait
| Constructor Summary | |
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ImageRecognitionHelper()
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| Method Summary | |
|---|---|
static TrainingSet |
createBlackAndWhiteTrainingSet(java.util.List<java.lang.String> imageLabels,
java.util.Map<java.lang.String,FractionRgbData> rgbDataMap)
Creates binary black and white training set for the specified image labels and rgb data |
static NeuralNetwork |
createNewNeuralNetwork(java.lang.String label,
java.awt.Dimension samplingResolution,
ColorMode colorMode,
java.util.List<java.lang.String> imageLabels,
java.util.Vector<java.lang.Integer> layersNeuronsCount,
TransferFunctionType transferFunctionType)
Creates and returns new neural network for image recognition. |
static TrainingSet |
createTrainingSet(java.util.List<java.lang.String> imageLabels,
java.util.Map<java.lang.String,FractionRgbData> rgbDataMap)
Creates training set for the specified image labels and rgb data |
| Methods inherited from class java.lang.Object |
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clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait |
| Constructor Detail |
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public ImageRecognitionHelper()
| Method Detail |
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public static NeuralNetwork createNewNeuralNetwork(java.lang.String label,
java.awt.Dimension samplingResolution,
ColorMode colorMode,
java.util.List<java.lang.String> imageLabels,
java.util.Vector<java.lang.Integer> layersNeuronsCount,
TransferFunctionType transferFunctionType)
label - neural network labelsamplingResolution - sampling resolution (image size)imageLabels - image labelslayersNeuronsCount - neuron counts in hidden layerstransferFunctionType - type of transfer function to use for neurons in networkcolorMode - color mode
public static TrainingSet createTrainingSet(java.util.List<java.lang.String> imageLabels,
java.util.Map<java.lang.String,FractionRgbData> rgbDataMap)
imageLabels - image labelsrgbDataMap - map collection of rgb data
public static TrainingSet createBlackAndWhiteTrainingSet(java.util.List<java.lang.String> imageLabels,
java.util.Map<java.lang.String,FractionRgbData> rgbDataMap)
imageLabels - image labelsrgbDataMap - map collection of rgb data
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