boofcv.alg.bow

Class LearnSceneFromFiles

java.lang.Object

boofcv.alg.bow.LearnSceneFromFiles

public abstract class LearnSceneFromFiles
extends java.lang.Object

Abstract class which provides a frame work for learning a scene classifier from a set of images. TODO describe how it provides learning

Field Summary

Fields

Modifier and Type	Field and Description
protected java.util.Map<java.lang.String,java.util.List<java.lang.String>>	cross
protected java.util.Random	rand
protected java.util.List<java.lang.String>	scenes
protected java.util.Map<java.lang.String,java.util.List<java.lang.String>>	test
protected java.util.Map<java.lang.String,java.util.List<java.lang.String>>	train

Constructor Summary

Constructors

Constructor and Description
LearnSceneFromFiles()

Method Summary

Modifier and Type	Method and Description
protected abstract int	classify(java.lang.String path) Given an image compute which scene it belongs to
protected Confusion	evaluate(java.util.Map<java.lang.String,java.util.List<java.lang.String>> set) Given a set of images with known classification, predict which scene each one belongs in and compute a confusion matrix for the results.
Confusion	evaluateTest()
static java.util.Map<java.lang.String,java.util.List<java.lang.String>>	findImages(java.io.File rootDir) Loads the paths to image files contained in subdirectories of the root directory.
java.util.List<java.lang.String>	getScenes()
void	loadSets(java.io.File dirTraining, java.io.File dirCross, java.io.File dirTest)
void	loadThenSplit(java.io.File directory)

Methods inherited from class java.lang.Object

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

Field Detail

rand

protected java.util.Random rand

scenes

protected java.util.List<java.lang.String> scenes

train

protected java.util.Map<java.lang.String,java.util.List<java.lang.String>> train

cross

protected java.util.Map<java.lang.String,java.util.List<java.lang.String>> cross

test

protected java.util.Map<java.lang.String,java.util.List<java.lang.String>> test

Constructor Detail

LearnSceneFromFiles

public LearnSceneFromFiles()

Method Detail

evaluateTest

public Confusion evaluateTest()

evaluate

protected Confusion evaluate(java.util.Map<java.lang.String,java.util.List<java.lang.String>> set)

Given a set of images with known classification, predict which scene each one belongs in and compute a confusion matrix for the results.

Parameters:

set - Set of classified images

Returns:

Confusion matrix

classify

protected abstract int classify(java.lang.String path)

Given an image compute which scene it belongs to

Parameters:

path - Path to input image

Returns:

integer corresponding to the scene

loadSets

public void loadSets(java.io.File dirTraining,
                     java.io.File dirCross,
                     java.io.File dirTest)

loadThenSplit

public void loadThenSplit(java.io.File directory)

findImages

public static java.util.Map<java.lang.String,java.util.List<java.lang.String>> findImages(java.io.File rootDir)

Loads the paths to image files contained in subdirectories of the root directory. Each sub directory is assumed to be a different category of images.

getScenes

public java.util.List<java.lang.String> getScenes()