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# Array API Standard Support: `ndimage`

## Support on CPU

Legend

✔️ = supported

✖ = unsupported

N/A = out-of-scope

function | torch | jax | dask
--- | --- | --- | ---
affine_transform | ✔️ | ✔️ | ✔️
binary_closing | ✔️ | ✔️ | ✔️
binary_dilation | ✔️ | ✔️ | ✔️
binary_erosion | ✔️ | ✔️ | ✔️
binary_fill_holes | ✔️ | ✔️ | ✔️
binary_hit_or_miss | ✔️ | ✔️ | ✔️
binary_opening | ✔️ | ✔️ | ✔️
binary_propagation | ✔️ | ✔️ | ✔️
black_tophat | ✔️ | ✔️ | ✔️
center_of_mass | ✔️ | ✔️ | ✔️
convolve | ✔️ | ✔️ | ✔️
convolve1d | ✔️ | ✔️ | ✔️
correlate | ✔️ | ✔️ | ✔️
correlate1d | ✔️ | ✔️ | ✔️
distance_transform_bf | ✔️ | ✔️ | ✔️
distance_transform_cdt | ✔️ | ✔️ | ✔️
distance_transform_edt | ✔️ | ✔️ | ✔️
extrema | ✔️ | ✔️ | ✔️
find_objects | ✔️ | ✔️ | ✔️
fourier_ellipsoid | ✔️ | ✔️ | ✔️
fourier_gaussian | ✔️ | ✔️ | ✔️
fourier_shift | ✔️ | ✔️ | ✔️
fourier_uniform | ✔️ | ✔️ | ✔️
gaussian_filter | ✔️ | ✔️ | ✔️
gaussian_filter1d | ✔️ | ✔️ | ✔️
gaussian_gradient_magnitude | ✔️ | ✔️ | ✔️
gaussian_laplace | ✔️ | ✔️ | ✔️
generate_binary_structure | N/A | N/A | N/A
generic_filter | ✔️ | ✔️ | ✔️
generic_filter1d | ✔️ | ✔️ | ✔️
generic_gradient_magnitude | ✔️ | ✔️ | ✔️
generic_laplace | ✔️ | ✔️ | ✔️
geometric_transform | ✔️ | ✔️ | ✔️
grey_closing | ✔️ | ✔️ | ✔️
grey_dilation | ✔️ | ✔️ | ✔️
grey_erosion | ✔️ | ✔️ | ✔️
grey_opening | ✔️ | ✔️ | ✔️
histogram | ✔️ | ✔️ | ✔️
iterate_structure | ✔️ | ✔️ | ✔️
label | ✔️ | ✔️ | ✔️
labeled_comprehension | ✔️ | ✔️ | ✔️
laplace | ✔️ | ✔️ | ✔️
map_coordinates | ✔️ | ✔️ | ✔️
maximum | ✔️ | ✔️ | ✔️
maximum_filter | ✔️ | ✔️ | ✔️
maximum_filter1d | ✔️ | ✔️ | ✔️
maximum_position | ✔️ | ✔️ | ✔️
mean | ✔️ | ✔️ | ✔️
median | ✔️ | ✔️ | ✔️
median_filter | ✔️ | ✔️ | ✔️
minimum | ✔️ | ✔️ | ✔️
minimum_filter | ✔️ | ✔️ | ✔️
minimum_filter1d | ✔️ | ✔️ | ✔️
minimum_position | ✔️ | ✔️ | ✔️
morphological_gradient | ✔️ | ✔️ | ✔️
morphological_laplace | ✔️ | ✔️ | ✔️
percentile_filter | ✔️ | ✔️ | ✔️
prewitt | ✔️ | ✔️ | ✔️
rank_filter | ✔️ | ✔️ | ✔️
rotate | ✔️ | ✔️ | ✔️
shift | ✔️ | ✔️ | ✔️
sobel | ✔️ | ✔️ | ✔️
spline_filter | ✔️ | ✔️ | ✔️
spline_filter1d | ✔️ | ✔️ | ✔️
standard_deviation | ✔️ | ✔️ | ✔️
sum_labels | ✔️ | ✔️ | ✔️
uniform_filter | ✔️ | ✔️ | ✔️
uniform_filter1d | ✔️ | ✔️ | ✔️
value_indices | ✔️ | ✔️ | ✔️
variance | ✔️ | ✔️ | ✔️
vectorized_filter | ✔️ | ✔️ | ✔️
watershed_ift | ✔️ | ✔️ | ✔️
white_tophat | ✔️ | ✔️ | ✔️
zoom | ✔️ | ✔️ | ✔️

## Support on GPU

Legend

✔️ = supported

✖ = unsupported

N/A = out-of-scope

function | cupy | torch | jax
--- | --- | --- | ---
affine_transform | ✔️ | ✖ | ✖
binary_closing | ✔️ | ✖ | ✖
binary_dilation | ✔️ | ✖ | ✖
binary_erosion | ✔️ | ✖ | ✖
binary_fill_holes | ✔️ | ✖ | ✖
binary_hit_or_miss | ✔️ | ✖ | ✖
binary_opening | ✔️ | ✖ | ✖
binary_propagation | ✔️ | ✖ | ✖
black_tophat | ✔️ | ✖ | ✖
center_of_mass | ✔️ | ✖ | ✖
convolve | ✔️ | ✖ | ✖
convolve1d | ✔️ | ✖ | ✖
correlate | ✔️ | ✖ | ✖
correlate1d | ✔️ | ✖ | ✖
distance_transform_bf | ✖ | ✖ | ✖
distance_transform_cdt | ✖ | ✖ | ✖
distance_transform_edt | ✔️ | ✖ | ✖
extrema | ✔️ | ✖ | ✖
find_objects | ✖ | ✖ | ✖
fourier_ellipsoid | ✔️ | ✖ | ✖
fourier_gaussian | ✔️ | ✖ | ✖
fourier_shift | ✔️ | ✖ | ✖
fourier_uniform | ✔️ | ✖ | ✖
gaussian_filter | ✔️ | ✖ | ✖
gaussian_filter1d | ✔️ | ✖ | ✖
gaussian_gradient_magnitude | ✔️ | ✖ | ✖
gaussian_laplace | ✔️ | ✖ | ✖
generate_binary_structure | N/A | N/A | N/A
generic_filter | ✔️ | ✖ | ✖
generic_filter1d | ✔️ | ✖ | ✖
generic_gradient_magnitude | ✔️ | ✖ | ✖
generic_laplace | ✔️ | ✖ | ✖
geometric_transform | ✖ | ✖ | ✖
grey_closing | ✔️ | ✖ | ✖
grey_dilation | ✔️ | ✖ | ✖
grey_erosion | ✔️ | ✖ | ✖
grey_opening | ✔️ | ✖ | ✖
histogram | ✔️ | ✖ | ✖
iterate_structure | ✔️ | ✖ | ✖
label | ✔️ | ✖ | ✖
labeled_comprehension | ✔️ | ✖ | ✖
laplace | ✔️ | ✖ | ✖
map_coordinates | ✔️ | ✖ | ✔️
maximum | ✔️ | ✖ | ✖
maximum_filter | ✔️ | ✖ | ✖
maximum_filter1d | ✔️ | ✖ | ✖
maximum_position | ✔️ | ✖ | ✖
mean | ✔️ | ✖ | ✖
median | ✔️ | ✖ | ✖
median_filter | ✔️ | ✖ | ✖
minimum | ✔️ | ✖ | ✖
minimum_filter | ✔️ | ✖ | ✖
minimum_filter1d | ✔️ | ✖ | ✖
minimum_position | ✔️ | ✖ | ✖
morphological_gradient | ✔️ | ✖ | ✖
morphological_laplace | ✔️ | ✖ | ✖
percentile_filter | ✔️ | ✖ | ✖
prewitt | ✔️ | ✖ | ✖
rank_filter | ✔️ | ✖ | ✖
rotate | ✔️ | ✖ | ✖
shift | ✔️ | ✖ | ✖
sobel | ✔️ | ✖ | ✖
spline_filter | ✔️ | ✖ | ✖
spline_filter1d | ✔️ | ✖ | ✖
standard_deviation | ✔️ | ✖ | ✖
sum_labels | ✔️ | ✖ | ✖
uniform_filter | ✔️ | ✖ | ✖
uniform_filter1d | ✔️ | ✖ | ✖
value_indices | ✔️ | ✖ | ✖
variance | ✔️ | ✖ | ✖
vectorized_filter | ✖ | ✖ | ✖
watershed_ift | ✔️ | ✖ | ✖
white_tophat | ✔️ | ✖ | ✖
zoom | ✔️ | ✖ | ✖

## Support with JIT

Legend

✔️ = supported

✖ = unsupported

N/A = out-of-scope

function | jax
--- | ---
affine_transform | ✖
binary_closing | ✖
binary_dilation | ✖
binary_erosion | ✖
binary_fill_holes | ✖
binary_hit_or_miss | ✖
binary_opening | ✖
binary_propagation | ✖
black_tophat | ✖
center_of_mass | ✖
convolve | ✖
convolve1d | ✖
correlate | ✖
correlate1d | ✖
distance_transform_bf | ✖
distance_transform_cdt | ✖
distance_transform_edt | ✖
extrema | ✖
find_objects | ✖
fourier_ellipsoid | ✖
fourier_gaussian | ✖
fourier_shift | ✖
fourier_uniform | ✖
gaussian_filter | ✖
gaussian_filter1d | ✖
gaussian_gradient_magnitude | ✖
gaussian_laplace | ✖
generate_binary_structure | N/A
generic_filter | ✖
generic_filter1d | ✖
generic_gradient_magnitude | ✖
generic_laplace | ✖
geometric_transform | ✖
grey_closing | ✖
grey_dilation | ✖
grey_erosion | ✖
grey_opening | ✖
histogram | ✖
iterate_structure | ✖
label | ✖
labeled_comprehension | ✖
laplace | ✖
map_coordinates | ✔️
maximum | ✖
maximum_filter | ✖
maximum_filter1d | ✖
maximum_position | ✖
mean | ✖
median | ✖
median_filter | ✖
minimum | ✖
minimum_filter | ✖
minimum_filter1d | ✖
minimum_position | ✖
morphological_gradient | ✖
morphological_laplace | ✖
percentile_filter | ✖
prewitt | ✖
rank_filter | ✖
rotate | ✖
shift | ✖
sobel | ✖
spline_filter | ✖
spline_filter1d | ✖
standard_deviation | ✖
sum_labels | ✖
uniform_filter | ✖
uniform_filter1d | ✖
value_indices | ✖
variance | ✖
vectorized_filter | ✖
watershed_ift | ✖
white_tophat | ✖
zoom | ✖