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TrainOcr_SVM_Deprecated

Trains an OCR support vector machines classifier.

Syntax

void avl::TrainOcr_SVM_Deprecated
(
	const avl::OcrSvmModel& inOcrModel,
	const atl::Array<avl::CharacterSample>& inCharacterSamples,
	atl::Optional<const avl::Size&> inCharacterSize,
	avl::OcrSvmModel& outOcrModel,
	float& diagTrainingAccuracy,
	atl::Array<avl::Image>& diagNormalizedCharacters
)

void TrainOcr_SVM_Deprecated
(
	OcrSvmModel inOcrModel,
	CharacterSample[] inCharacterSamples,
	Size? inCharacterSize,
	out OcrSvmModel outOcrModel,
	out float diagTrainingAccuracy,
	out Image[] diagNormalizedCharacters
)

Parameters

Name	Type	Default	Description
inOcrModel	const OcrSvmModel&		Initialized OcrSvmModel to train
inCharacterSamples	const Array<CharacterSample>&		Training font created from sample regions
inCharacterSize	Optional<const Size&>	NIL	Size of fixed width font
outOcrModel	OcrSvmModel&		Trained OcrSvmModel used to recognize characters
diagTrainingAccuracy	float&		The overall training score
diagNormalizedCharacters	Array<Image>&		Images of normalized characters used to train classifier

Description

The operation trains a SVM classifier using character samples provided in the inCharacterSamples parameter.

Character training requires initialized OcrSvmModel provided in the inOcrModel. Model should be initialized by the InitOcr_SVM_Deprecated filter.

Classifier training requires at least single character to learn provided in the inCharacterSamples input. To obtain more information about creating character samples please refer to the documentation of the MakeCharacterSamples.

At the beginning it should be determined which kind of font typeface will be recognized.

There are two types of font typefaces:

Monospaced - the font has defined constant width and height which is the same for all characters. Space between two characters is always the same.
Proportional - size of each character may be different. Character height is limited only to line height. The distance between characters may depend on which characters are in the neighborhood.

The example below shows basic differences between monospaced and proportional fonts:

ABCabc123

Monospaced typeface - all characters have the same width.

ABCabc123

Proportional typeface - for example the character 'A' is much wider the character '1'.

The trained SVM classifier is stored in outOcrModel output.

Remarks

Using monospaced typeface option for fonts that are proportional can make a thin character too small to recognize.
It is good practice to make single pixel border around all characters.

To read more about how to use OCR technique, refer to Machine Vision Guide: Optical Character Recognition

Errors