Package qupath.opencv.ml

Class OpenCVClassifiers

java.lang.Object

qupath.opencv.ml.OpenCVClassifiers

public class OpenCVClassifiers
extends Object

QuPath wrappers for OpenCV classifiers, which are instances of StatModel. There are two main reasons to use these wrappers rather than StatModel directly:

1. Improved API consistency when exchanging between classifiers. For example, some require training data to be in a specified form (labels or one-hot encoding).
2. Easier serialization to JSON along with other QuPath objects via GsonTools.

Author:

Pete Bankhead

Nested Class Summary

Nested Classes

Modifier and Type	Class	Description
static class	OpenCVClassifiers.BoostClassifier	Classifier based on Boost.
static class	OpenCVClassifiers.DTreesClassifier	Classifier based on DTrees.
static class	OpenCVClassifiers.EMClusterer	Clusterer based on EM.
static class	OpenCVClassifiers.LogisticRegressionClassifier	Classifier based on LogisticRegression.
static class	OpenCVClassifiers.NormalBayesClassifierCV	Classifier based on NormalBayesClassifier.
static class	OpenCVClassifiers.OpenCVStatModel	Wrapper class for a StatModel, which standardizes how training may be performed and parameters can be set.
static class	OpenCVClassifiers.RTreesClassifier	Classifier based on RTrees.
static class	OpenCVClassifiers.SVMClassifierCV	Classifier based on SVM.
static class	OpenCVClassifiers.SVMSGDClassifierCV	Classifier based on SVMSGD.

Constructor Summary

Constructors

Constructor	Description
OpenCVClassifiers()

Method Summary

Modifier and Type	Method	Description
static OpenCVClassifiers.OpenCVStatModel	createStatModel(Class<? extends StatModel> cls)	Create an OpenCVClassifiers.OpenCVStatModel for a specific class of StatModel.
static OpenCVClassifiers.OpenCVStatModel	wrapStatModel(StatModel statModel)	Create an OpenCVClassifiers.OpenCVStatModel by wrapping an existing StatModel.

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Constructor Details

OpenCVClassifiers

public OpenCVClassifiers()

Method Details

createStatModel

public static OpenCVClassifiers.OpenCVStatModel createStatModel(Class<? extends StatModel> cls)

Create an OpenCVClassifiers.OpenCVStatModel for a specific class of StatModel.

Parameters:

cls -

Returns:

wrapStatModel

public static OpenCVClassifiers.OpenCVStatModel wrapStatModel(StatModel statModel)

Create an OpenCVClassifiers.OpenCVStatModel by wrapping an existing StatModel.

Parameters:

statModel -

Returns: