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Title: Multidimensional Image Processing (scipy.ndimage) — SciPy v1.18.0.dev Manual

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Domain: scipy.github.io

docsearch:languageen
docsearch:version1.18.0.dev
docbuild:last-updateFeb 11, 2026

Links:

Skip to main contenthttps://scipy.github.io/devdocs/tutorial/ndimage.html#main-content
SciPy https://scipy.github.io/devdocs/index.html
Installing https://scipy.org/install/
User Guide https://scipy.github.io/devdocs/tutorial/index.html
API reference https://scipy.github.io/devdocs/reference/index.html
Building from source https://scipy.github.io/devdocs/building/index.html
Development https://scipy.github.io/devdocs/dev/index.html
Release notes https://scipy.github.io/devdocs/release.html
GitHubhttps://github.com/scipy/scipy
Scientific Python Forumhttps://discuss.scientific-python.org/c/contributor/scipy/
Installing https://scipy.org/install/
User Guide https://scipy.github.io/devdocs/tutorial/index.html
API reference https://scipy.github.io/devdocs/reference/index.html
Building from source https://scipy.github.io/devdocs/building/index.html
Development https://scipy.github.io/devdocs/dev/index.html
Release notes https://scipy.github.io/devdocs/release.html
GitHubhttps://github.com/scipy/scipy
Scientific Python Forumhttps://discuss.scientific-python.org/c/contributor/scipy/
Fourier Transforms (scipy.fft)https://scipy.github.io/devdocs/tutorial/fft.html
Integration (scipy.integrate)https://scipy.github.io/devdocs/tutorial/integrate.html
Interpolation (scipy.interpolate)https://scipy.github.io/devdocs/tutorial/interpolate.html
File IO (scipy.io)https://scipy.github.io/devdocs/tutorial/io.html
Linear Algebra (scipy.linalg)https://scipy.github.io/devdocs/tutorial/linalg.html
Multidimensional Image Processing (scipy.ndimage)https://scipy.github.io/devdocs/tutorial/ndimage.html
Optimization (scipy.optimize)https://scipy.github.io/devdocs/tutorial/optimize.html
Signal Processing (scipy.signal)https://scipy.github.io/devdocs/tutorial/signal.html
Sparse Arrays (scipy.sparse)https://scipy.github.io/devdocs/tutorial/sparse.html
Spatial Data Structures and Algorithms (scipy.spatial)https://scipy.github.io/devdocs/tutorial/spatial.html
Special Functions (scipy.special)https://scipy.github.io/devdocs/tutorial/special.html
Statistics (scipy.stats)https://scipy.github.io/devdocs/tutorial/stats.html
Sparse eigenvalue problems with ARPACKhttps://scipy.github.io/devdocs/tutorial/arpack.html
Compressed Sparse Graph Routines (scipy.sparse.csgraph)https://scipy.github.io/devdocs/tutorial/csgraph.html
Parallel execution support in SciPyhttps://scipy.github.io/devdocs/tutorial/parallel_execution.html
Thread Safety in SciPyhttps://scipy.github.io/devdocs/tutorial/thread_safety.html
https://scipy.github.io/devdocs/index.html
SciPy User Guidehttps://scipy.github.io/devdocs/tutorial/index.html
scipy.ndimagehttps://scipy.github.io/devdocs/reference/ndimage.html#module-scipy.ndimage
#https://scipy.github.io/devdocs/tutorial/ndimage.html#multidimensional-image-processing-scipy-ndimage
#https://scipy.github.io/devdocs/tutorial/ndimage.html#introduction
numpyhttps://numpy.org/doc/stable/reference/index.html#module-numpy
scipy.ndimagehttps://scipy.github.io/devdocs/reference/ndimage.html#module-scipy.ndimage
#https://scipy.github.io/devdocs/tutorial/ndimage.html#properties-shared-by-all-functions
numpyhttps://numpy.org/doc/stable/reference/index.html#module-numpy
#https://scipy.github.io/devdocs/tutorial/ndimage.html#filter-functions
#https://scipy.github.io/devdocs/tutorial/ndimage.html#correlation-and-convolution
correlate1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.correlate1d.html#scipy.ndimage.correlate1d
correlatehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.correlate.html#scipy.ndimage.correlate
convolve1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.convolve1d.html#scipy.ndimage.convolve1d
convolvehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.convolve.html#scipy.ndimage.convolve
#https://scipy.github.io/devdocs/tutorial/ndimage.html#smoothing-filters
gaussian_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.gaussian_filter1d.html#scipy.ndimage.gaussian_filter1d
gaussian_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.gaussian_filter.html#scipy.ndimage.gaussian_filter
uniform_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.uniform_filter1d.html#scipy.ndimage.uniform_filter1d
uniform_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.uniform_filter.html#scipy.ndimage.uniform_filter
#https://scipy.github.io/devdocs/tutorial/ndimage.html#filters-based-on-order-statistics
minimum_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.minimum_filter1d.html#scipy.ndimage.minimum_filter1d
maximum_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.maximum_filter1d.html#scipy.ndimage.maximum_filter1d
minimum_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.minimum_filter.html#scipy.ndimage.minimum_filter
maximum_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.maximum_filter.html#scipy.ndimage.maximum_filter
rank_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.rank_filter.html#scipy.ndimage.rank_filter
percentile_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.percentile_filter.html#scipy.ndimage.percentile_filter
median_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.median_filter.html#scipy.ndimage.median_filter
#https://scipy.github.io/devdocs/tutorial/ndimage.html#derivatives
gaussian_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.gaussian_filter1d.html#scipy.ndimage.gaussian_filter1d
Smoothing filtershttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-filter-functions-smoothing
prewitthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.prewitt.html#scipy.ndimage.prewitt
sobelhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.sobel.html#scipy.ndimage.sobel
generic_laplacehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_laplace.html#scipy.ndimage.generic_laplace
generic_laplacehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_laplace.html#scipy.ndimage.generic_laplace
laplacehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.laplace.html#scipy.ndimage.laplace
gaussian_laplacehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.gaussian_laplace.html#scipy.ndimage.gaussian_laplace
gaussian_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.gaussian_filter.html#scipy.ndimage.gaussian_filter
generic_gradient_magnitudehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_gradient_magnitude.html#scipy.ndimage.generic_gradient_magnitude
generic_gradient_magnitudehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_gradient_magnitude.html#scipy.ndimage.generic_gradient_magnitude
sobelhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.sobel.html#scipy.ndimage.sobel
generic_laplacehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_laplace.html#scipy.ndimage.generic_laplace
sobelhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.sobel.html#scipy.ndimage.sobel
prewitthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.prewitt.html#scipy.ndimage.prewitt
generic_gradient_magnitudehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_gradient_magnitude.html#scipy.ndimage.generic_gradient_magnitude
gaussian_gradient_magnitudehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.gaussian_gradient_magnitude.html#scipy.ndimage.gaussian_gradient_magnitude
gaussian_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.gaussian_filter.html#scipy.ndimage.gaussian_filter
#https://scipy.github.io/devdocs/tutorial/ndimage.html#generic-filter-functions
PyCapsulehttps://docs.python.org/3/c-api/capsule.html#c.PyCapsule
Extending scipy.ndimage in Chttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-ccallbacks
generic_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter1d.html#scipy.ndimage.generic_filter1d
generic_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter1d.html#scipy.ndimage.generic_filter1d
generic_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter1d.html#scipy.ndimage.generic_filter1d
generic_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter.html#scipy.ndimage.generic_filter
generic_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter.html#scipy.ndimage.generic_filter
generic_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter.html#scipy.ndimage.generic_filter
generic_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter.html#scipy.ndimage.generic_filter
generic_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter1d.html#scipy.ndimage.generic_filter1d
generic_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter1d.html#scipy.ndimage.generic_filter1d
#https://scipy.github.io/devdocs/tutorial/ndimage.html#fourier-domain-filters
numpy.ffthttps://numpy.org/doc/stable/reference/routines.fft.html#module-numpy.fft
fourier_shifthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.fourier_shift.html#scipy.ndimage.fourier_shift
fourier_gaussianhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.fourier_gaussian.html#scipy.ndimage.fourier_gaussian
fourier_uniformhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.fourier_uniform.html#scipy.ndimage.fourier_uniform
fourier_ellipsoidhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.fourier_ellipsoid.html#scipy.ndimage.fourier_ellipsoid
#https://scipy.github.io/devdocs/tutorial/ndimage.html#interpolation-functions
[1]https://scipy.github.io/devdocs/tutorial/ndimage.html#id8
[5]https://scipy.github.io/devdocs/tutorial/ndimage.html#id12
#https://scipy.github.io/devdocs/tutorial/ndimage.html#spline-pre-filters
Interpolation functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-interpolation
spline_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.spline_filter.html#scipy.ndimage.spline_filter
spline_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.spline_filter1d.html#scipy.ndimage.spline_filter1d
spline_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.spline_filter.html#scipy.ndimage.spline_filter
#https://scipy.github.io/devdocs/tutorial/ndimage.html#interpolation-boundary-handling
Filter functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-filter-functions
#https://scipy.github.io/devdocs/tutorial/ndimage.html#id3
geometric_transformhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.geometric_transform.html#scipy.ndimage.geometric_transform
scipy.LowLevelCallablehttps://scipy.github.io/devdocs/reference/generated/scipy.LowLevelCallable.html#scipy.LowLevelCallable
Extending scipy.ndimage in Chttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-ccallbacks
map_coordinateshttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.map_coordinates.html#scipy.ndimage.map_coordinates
affine_transformhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.affine_transform.html#scipy.ndimage.affine_transform
shifthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.shift.html#scipy.ndimage.shift
zoomhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.zoom.html#scipy.ndimage.zoom
rotatehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.rotate.html#scipy.ndimage.rotate
#https://scipy.github.io/devdocs/tutorial/ndimage.html#morphology
#https://scipy.github.io/devdocs/tutorial/ndimage.html#binary-morphology
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
binary_erosionhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.binary_erosion.html#scipy.ndimage.binary_erosion
Filter functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-filter-functions
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
binary_dilationhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.binary_dilation.html#scipy.ndimage.binary_dilation
Filter functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-filter-functions
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
binary_dilationhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.binary_dilation.html#scipy.ndimage.binary_dilation
binary_erosionhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.binary_erosion.html#scipy.ndimage.binary_erosion
binary_dilationhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.binary_dilation.html#scipy.ndimage.binary_dilation
iterate_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.iterate_structure.html#scipy.ndimage.iterate_structure
iterate_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.iterate_structure.html#scipy.ndimage.iterate_structure
binary_openinghttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.binary_opening.html#scipy.ndimage.binary_opening
Filter functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-filter-functions
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
binary_closinghttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.binary_closing.html#scipy.ndimage.binary_closing
Filter functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-filter-functions
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
binary_fill_holeshttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.binary_fill_holes.html#scipy.ndimage.binary_fill_holes
Filter functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-filter-functions
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
binary_hit_or_misshttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.binary_hit_or_miss.html#scipy.ndimage.binary_hit_or_miss
Filter functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-filter-functions
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
#https://scipy.github.io/devdocs/tutorial/ndimage.html#grey-scale-morphology
Filter functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-filter-functions
grey_erosionhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.grey_erosion.html#scipy.ndimage.grey_erosion
grey_dilationhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.grey_dilation.html#scipy.ndimage.grey_dilation
grey_openinghttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.grey_opening.html#scipy.ndimage.grey_opening
grey_closinghttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.grey_closing.html#scipy.ndimage.grey_closing
morphological_gradienthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.morphological_gradient.html#scipy.ndimage.morphological_gradient
morphological_laplacehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.morphological_laplace.html#scipy.ndimage.morphological_laplace
white_tophathttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.white_tophat.html#scipy.ndimage.white_tophat
black_tophathttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.black_tophat.html#scipy.ndimage.black_tophat
#https://scipy.github.io/devdocs/tutorial/ndimage.html#distance-transforms
distance_transform_cdthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.distance_transform_cdt.html#scipy.ndimage.distance_transform_cdt
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
[2]https://scipy.github.io/devdocs/tutorial/ndimage.html#id9
distance_transform_edthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.distance_transform_edt.html#scipy.ndimage.distance_transform_edt
[3]https://scipy.github.io/devdocs/tutorial/ndimage.html#id10
distance_transform_bfhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.distance_transform_bf.html#scipy.ndimage.distance_transform_bf
distance_transform_cdthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.distance_transform_cdt.html#scipy.ndimage.distance_transform_cdt
distance_transform_edthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.distance_transform_edt.html#scipy.ndimage.distance_transform_edt
#https://scipy.github.io/devdocs/tutorial/ndimage.html#segmentation-and-labeling
numpyhttps://numpy.org/doc/stable/reference/index.html#module-numpy
labelhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.label.html#scipy.ndimage.label
labelhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.label.html#scipy.ndimage.label
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
Binary morphologyhttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-binary-morphology
labelhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.label.html#scipy.ndimage.label
watershed_ifthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.watershed_ift.html#scipy.ndimage.watershed_ift
watershed_ifthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.watershed_ift.html#scipy.ndimage.watershed_ift
[4]https://scipy.github.io/devdocs/tutorial/ndimage.html#id11
watershed_ifthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.watershed_ift.html#scipy.ndimage.watershed_ift
generate_binary_structurehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generate_binary_structure.html#scipy.ndimage.generate_binary_structure
Binary morphologyhttps://scipy.github.io/devdocs/tutorial/ndimage.html#ndimage-binary-morphology
watershed_ifthttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.watershed_ift.html#scipy.ndimage.watershed_ift
#https://scipy.github.io/devdocs/tutorial/ndimage.html#object-measurements
find_objectshttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.find_objects.html#scipy.ndimage.find_objects
find_objectshttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.find_objects.html#scipy.ndimage.find_objects
find_objectshttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.find_objects.html#scipy.ndimage.find_objects
find_objectshttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.find_objects.html#scipy.ndimage.find_objects
sumhttps://docs.python.org/3/library/functions.html#sum
meanhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.mean.html#scipy.ndimage.mean
variancehttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.variance.html#scipy.ndimage.variance
standard_deviationhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.standard_deviation.html#scipy.ndimage.standard_deviation
minimumhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.minimum.html#scipy.ndimage.minimum
maximumhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.maximum.html#scipy.ndimage.maximum
minimum_positionhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.minimum_position.html#scipy.ndimage.minimum_position
maximum_positionhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.maximum_position.html#scipy.ndimage.maximum_position
extremahttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.extrema.html#scipy.ndimage.extrema
center_of_masshttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.center_of_mass.html#scipy.ndimage.center_of_mass
histogramhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.histogram.html#scipy.ndimage.histogram
scipy.ndimagehttps://scipy.github.io/devdocs/reference/ndimage.html#module-scipy.ndimage
#https://scipy.github.io/devdocs/tutorial/ndimage.html#extending-scipy-ndimage-in-c
scipy.ndimagehttps://scipy.github.io/devdocs/reference/ndimage.html#module-scipy.ndimage
scipy.LowLevelCallablehttps://scipy.github.io/devdocs/reference/generated/scipy.LowLevelCallable.html#scipy.LowLevelCallable
scipy.LowLevelCallablehttps://scipy.github.io/devdocs/reference/generated/scipy.LowLevelCallable.html#scipy.LowLevelCallable
geometric_transformhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.geometric_transform.html#scipy.ndimage.geometric_transform
geometric_transformhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.geometric_transform.html#scipy.ndimage.geometric_transform
herehttps://docs.python.org/3/extending/index.html
PyCapsulehttps://docs.python.org/3/c-api/capsule.html#c.PyCapsule
PyCapsulehttps://docs.python.org/3/c-api/capsule.html#c.PyCapsule
ndimagehttps://scipy.github.io/devdocs/reference/ndimage.html#module-scipy.ndimage
scipy.LowLevelCallablehttps://scipy.github.io/devdocs/reference/generated/scipy.LowLevelCallable.html#scipy.LowLevelCallable
ctypeshttps://docs.python.org/3/library/ctypes.html#module-ctypes
scipy.LowLevelCallablehttps://scipy.github.io/devdocs/reference/generated/scipy.LowLevelCallable.html#scipy.LowLevelCallable
ndimagehttps://scipy.github.io/devdocs/reference/ndimage.html#module-scipy.ndimage
ndimagehttps://scipy.github.io/devdocs/reference/ndimage.html#module-scipy.ndimage
generic_filterhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter.html#scipy.ndimage.generic_filter
generic_filter1dhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.generic_filter1d.html#scipy.ndimage.generic_filter1d
geometric_transformhttps://scipy.github.io/devdocs/reference/generated/scipy.ndimage.geometric_transform.html#scipy.ndimage.geometric_transform
Numbahttps://numba.pydata.org/
Cythonhttps://cython.org/
ctypeshttps://docs.python.org/3/library/ctypes.html
cffihttps://cffi.readthedocs.io/
Numbahttps://numba.pydata.org/
cffihttps://cffi.readthedocs.io/
cffihttps://cffi.readthedocs.io/
ctypeshttps://docs.python.org/3/library/ctypes.html
#https://scipy.github.io/devdocs/tutorial/ndimage.html#references
1https://scipy.github.io/devdocs/tutorial/ndimage.html#id1
2https://scipy.github.io/devdocs/tutorial/ndimage.html#id4
3https://scipy.github.io/devdocs/tutorial/ndimage.html#id5
4https://scipy.github.io/devdocs/tutorial/ndimage.html#id6
5https://scipy.github.io/devdocs/tutorial/ndimage.html#id2
DOI:10.5201/ipol.2018.221https://doi.org/10.5201/ipol.2018.221
previous Linear Algebra (scipy.linalg) https://scipy.github.io/devdocs/tutorial/linalg.html
next Optimization (scipy.optimize) https://scipy.github.io/devdocs/tutorial/optimize.html
Introductionhttps://scipy.github.io/devdocs/tutorial/ndimage.html#introduction
Properties shared by all functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#properties-shared-by-all-functions
Filter functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#filter-functions
Correlation and convolutionhttps://scipy.github.io/devdocs/tutorial/ndimage.html#correlation-and-convolution
Smoothing filtershttps://scipy.github.io/devdocs/tutorial/ndimage.html#smoothing-filters
Filters based on order statisticshttps://scipy.github.io/devdocs/tutorial/ndimage.html#filters-based-on-order-statistics
Derivativeshttps://scipy.github.io/devdocs/tutorial/ndimage.html#derivatives
Generic filter functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#generic-filter-functions
Fourier domain filtershttps://scipy.github.io/devdocs/tutorial/ndimage.html#fourier-domain-filters
Interpolation functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#interpolation-functions
Spline pre-filtershttps://scipy.github.io/devdocs/tutorial/ndimage.html#spline-pre-filters
Interpolation boundary handlinghttps://scipy.github.io/devdocs/tutorial/ndimage.html#interpolation-boundary-handling
Interpolation functionshttps://scipy.github.io/devdocs/tutorial/ndimage.html#id3
Morphologyhttps://scipy.github.io/devdocs/tutorial/ndimage.html#morphology
Binary morphologyhttps://scipy.github.io/devdocs/tutorial/ndimage.html#binary-morphology
Grey-scale morphologyhttps://scipy.github.io/devdocs/tutorial/ndimage.html#grey-scale-morphology
Distance transformshttps://scipy.github.io/devdocs/tutorial/ndimage.html#distance-transforms
Segmentation and labelinghttps://scipy.github.io/devdocs/tutorial/ndimage.html#segmentation-and-labeling
Object measurementshttps://scipy.github.io/devdocs/tutorial/ndimage.html#object-measurements
Extending scipy.ndimage in Chttps://scipy.github.io/devdocs/tutorial/ndimage.html#extending-scipy-ndimage-in-c
Referenceshttps://scipy.github.io/devdocs/tutorial/ndimage.html#references
Sphinxhttps://www.sphinx-doc.org/
PyData Sphinx Themehttps://pydata-sphinx-theme.readthedocs.io/en/stable/index.html

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