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SOLUTIONS
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Functions
- ArrayFlatten
- BandpassFilter
- BandstopFilter
- BilateralFilter
- Blur
- BoxMatrix
- CellularAutomaton
- CommonestFilter
- CrossMatrix
- CurvatureFlowFilter
- DerivativeFilter
- DiamondMatrix
- DifferentiatorFilter
- DiskMatrix
- EntropyFilter
- Fourier
- FourierDCT
- GaborFilter
- GaussianFilter
- GaussianMatrix
- GeometricMeanFilter
- GradientFilter
- GradientOrientationFilter
- HarmonicMeanFilter
- HighpassFilter
- HilbertFilter
- ImageConvolve
- ImageCorrelate
- ImageData
- ImageDeconvolve
- ImageFilter
- KuwaharaFilter
- LaplacianFilter
- LaplacianGaussianFilter
- ListConvolve
- ListDeconvolve
- LowpassFilter
- Masking
- MaxFilter
- MeanFilter
- MeanShiftFilter
- MedianFilter
- MinFilter
- Partition
- PeronaMalikFilter
- RangeFilter
- RidgeFilter
- Sharpen
- StandardDeviationFilter
- TotalVariationFilter
- WienerFilter
- Related Guides
Image Filtering & Neighborhood Processing
Mathematica not only includes highly optimized implementations of standard image processing filters, but also uses its general symbolic architecture to allow arbitrarily sophisticated filtering and neighborhood processing strategies to be set up using the full mathematical and algorithmic power of Mathematica.
Featured ExamplesFeatured Examples |
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Analyze Intermediate Image Processing Steps in 3D Images
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Analyze Orientations in an Image
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Apply a Range of Filters to Any Image
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Bandpass Filtering of Images
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Create a Stained Glass Effect on an Image
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Deconvolve a Blurred Image
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Divide Images around Features
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Do Neighborhood Processing on Images
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Gradient Filtering of a 3D Image
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Make Gaussian Matrix Kernels
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Texture-Based Segmentation
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Use Iterative Nonlinear Filtering
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Visualize the Gradient Direction
ReferenceReference
Linear Filters
Blur, Sharpen — blur, sharpen over a range
GaussianFilter — Gaussian and Gaussian derivatives filter
GradientFilter ▪ GradientOrientationFilter
LaplacianGaussianFilter ▪ LaplacianFilter ▪ MeanFilter ▪ WienerFilter ▪ RidgeFilter ▪ GaborFilter
ImageConvolve, ImageCorrelate — general linear convolution, correlation
DerivativeFilter — general-order derivative filter
Nonlinear Filters
MedianFilter ▪ MinFilter ▪ MaxFilter ▪ CommonestFilter ▪ RangeFilter
EntropyFilter ▪ StandardDeviationFilter ▪ HarmonicMeanFilter ▪ GeometricMeanFilter ▪ KuwaharaFilter
BilateralFilter ▪ MeanShiftFilter
PeronaMalikFilter ▪ CurvatureFlowFilter
Nonlocal Filters
ImageDeconvolve ▪ TotalVariationFilter
Frequency Based Filters
LowpassFilter ▪ HighpassFilter ▪ BandpassFilter ▪ BandstopFilter ▪ DifferentiatorFilter ▪ HilbertFilter
Region-of-Interest Processing
Masking — specify the image or graphics description of the region to which filters will be applied
General Neighborhood Processing
ImageFilter — apply an arbitrary function to blocks of pixel values
Convolution Kernels »
DiskMatrix ▪ BoxMatrix ▪ DiamondMatrix ▪ CrossMatrix ▪ GaussianMatrix ▪ ...
List-Based Operations »
ImageData — extract an array of data from an image
Partition — generalized partitioning
ArrayFlatten ▪ ListConvolve ▪ ListDeconvolve ▪ Fourier ▪ FourierDCT
CellularAutomaton — general cellular automaton
