Image Feature Extraction Filters

Collaboration diagram for Image Feature Extraction Filters:

Classes
class	itk::BilateralImageFilter< TInputImage, TOutputImage >
	Blurs an image while preserving edges. More...
class	itk::DanielssonDistanceMapImageFilter< TInputImage, TOutputImage, TVoronoiImage >
	This filter computes the distance map of the input image as an approximation with pixel accuracy to the Euclidean distance. More...
class	itk::DerivativeImageFilter< TInputImage, TOutputImage >
	Computes the directional derivative of an image. The directional derivative at each pixel location is computed by convolution with a derivative operator of user-specified order. More...
class	itk::DiscreteGaussianDerivativeImageFilter< TInputImage, TOutputImage >
	Calculates image derivatives using discrete derivative gaussian kernels. This filter calculates Gaussian derivative by separable convolution of an image and a discrete Gaussian derivative operator (kernel). More...
class	itk::DiscreteGaussianImageFilter< TInputImage, TOutputImage >
	Blurs an image by separable convolution with discrete gaussian kernels. This filter performs Gaussian blurring by separable convolution of an image and a discrete Gaussian operator (kernel). More...
class	itk::FastChamferDistanceImageFilter< TInputImage, TOutputImage >
	This class compute the signed (positive and negative) chamfer distance in a narrow band. More...
class	itk::HoughTransform2DCirclesImageFilter< TInputPixelType, TOutputPixelType >
	Performs the Hough Transform to find circles in a 2D image. More...
class	itk::HoughTransform2DLinesImageFilter< TInputPixelType, TOutputPixelType >
	Performs the Hough Transform to find 2D straight lines in a 2D image. More...
class	itk::ImagePCAShapeModelEstimator< TInputImage, TOutputImage >
	Base class for ImagePCAShapeModelEstimator object. More...
class	itk::ImageShapeModelEstimatorBase< TInputImage, TOutputImage >
	Base class for statistical shape model estimation. More...
class	itk::LaplacianImageFilter< TInputImage, TOutputImage >
class	itk::LaplacianSharpeningImageFilter< TInputImage, TOutputImage >
	This filter sharpens an image using a Laplacian. LaplacianSharpening highlights regions of rapid intensity change and therefore highlights or enhances the edges. The result is an image that appears more in focus. More...
class	itk::SignedDanielssonDistanceMapImageFilter< TInputImage, TOutputImage, TVoronoiImage >
class	itk::SignedMaurerDistanceMapImageFilter< TInputImage, TOutputImage >
	This filter calculates the Euclidean distance transform of a binary image in linear time for arbitrary dimensions. More...
class	itk::SobelEdgeDetectionImageFilter< TInputImage, TOutputImage >
	A 2D or 3D edge detection using the Sobel operator. More...
class	itk::ZeroCrossingBasedEdgeDetectionImageFilter< TInputImage, TOutputImage >
	This filter implements a zero-crossing based edge detecor. More...
class	itk::ZeroCrossingImageFilter< TInputImage, TOutputImage >
	This filter finds the closest pixel to the zero-crossings (sign changes) in a signed itk::Image. More...
Modules
	Image Gradient Filters

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Detailed Description

Image feature extraction filters process an image to extract features of interest such as gradients, edges, distances, etc. Examples of image feature extraction algorithms available in ITK are: image gradients, first and second derivatives, and Danielson distance.