Skip to main content

extracts image and object features

Project description

napari-features

License PyPI Python Version tests codecov

An extensible, general-purpose feature extraction plug-in for the Napari image viewer.

Features

Color

Image

color_image_integrated_intensity
color_image_maximum_intensity
color_image_mean_intensity
color_image_median_absolute_deviation_intensity
color_image_median_intensity
color_image_minimum_intensity
color_image_quantile_1_intensity
color_image_quantile_3_intensity
color_image_standard_deviation_intensity

Object

color_object_center_mass_intensity_x
color_object_center_mass_intensity_y
color_object_integrated_intensity
color_object_integrated_intensity_edge
color_object_mass_displacement
color_object_maximum_intensity
color_object_maximum_intensity_edge
color_object_maximum_intensity_x
color_object_maximum_intensity_y
color_object_mean_intensity
color_object_mean_intensity_edge
color_object_median_absolute_deviation_intensity
color_object_median_intensity
color_object_median_intensity_edge
color_object_minimum_intensity
color_object_minimum_intensity_edge
color_object_quantile_1_intensity
color_object_quantile_1_intensity_edge   
color_object_quantile_3_intensity
color_object_quantile_3_intensity_edge
color_object_standard_deviation_intensity
color_object_standard_deviation_intensity_edge
Object distribution
color_object_distribution_coefficient_of_variation_intensity
color_object_distribution_integrated_intensity
Color_object_distribution_mean_intensity

Location

Object neighborhood

location_object_neighborhood_angle
location_object_neighborhood_closest_0_distance
location_object_neighborhood_closest_0_object_index
location_object_neighborhood_closest_1_distance
location_object_neighborhood_closest_1_object_index
location_object_neighborhood_closest_2_distance
location_object_neighborhood_closest_2_object_index
location_object_neighborhood_neighbors
location_object_neighborhood_touching

Metadata

Image

metadata_image_checksum
metadata_image_filename

Layer

metadata_layer_name
metadata_layer_type

Object

metadata_object_index

Shape

Image

shape_image_area

Image skeleton

shape_image_skeleton_branches
shape_image_skeleton_endpoints
shape_image_skeleton_length
shape_image_skeleton_trunks

Object

shape_object_area
shape_object_bounding_box_area
shape_object_bounding_box_maximum_x
shape_object_bounding_box_maximum_y
shape_object_bounding_box_maximum_z
shape_object_bounding_box_minimum_x
shape_object_bounding_box_minimum_y
shape_object_bounding_box_minimum_z
shape_object_bounding_box_volume
shape_object_central_moment_0_0_0
shape_object_central_moment_0_0_1
shape_object_central_moment_0_1_2
shape_object_central_moment_0_1_3
shape_object_central_moment_1_2_0
shape_object_central_moment_1_2_1
shape_object_central_moment_1_3_2
shape_object_central_moment_1_3_3
shape_object_central_moment_2_0_0
shape_object_central_moment_2_0_1
shape_object_central_moment_2_1_2
shape_object_central_moment_2_1_3
shape_object_central_moment_3_2_0
shape_object_central_moment_3_2_1
shape_object_central_moment_3_3_2
shape_object_central_moment_3_3_3
shape_object_centroid_x
shape_object_centroid_y
shape_object_centroid_z
shape_object_compactness
shape_object_eccentricity
shape_object_equivalent_diameter
shape_object_euler_number
shape_object_extent
shape_object_form_factor
shape_object_hu_moment_0
shape_object_hu_moment_1
shape_object_hu_moment_2
shape_object_hu_moment_3
shape_object_hu_moment_4
shape_object_hu_moment_5
shape_object_hu_moment_6
shape_object_inertia_tensor_eigenvalues_x
shape_object_inertia_tensor_eigenvalues_y
shape_object_inertia_tensor_eigenvalues_z
shape_object_inertia_tensor_x_x
shape_object_inertia_tensor_x_y
Shape_object_inertia_tensor_x_z
shape_object_inertia_tensor_y_x
shape_object_inertia_tensor_y_y
shape_object_inertia_tensor_y_z
shape_object_inertia_tensor_z_x
shape_object_inertia_tensor_z_y
shape_object_inertia_tensor_z_z
shape_object_major_axis_length
shape_object_maximum_feret_diameter
shape_object_maximum_radius
shape_object_mean_radius
shape_object_median_radius
shape_object_minimum_feret_diameter
shape_object_minor_axis_length
shape_object_normalized_moment_x_y
shape_object_orientation
shape_object_perimeter
shape_object_solidity
shape_object_spatial_moment_0_0_0
shape_object_spatial_moment_0_0_1
shape_object_spatial_moment_0_1_2
shape_object_spatial_moment_0_1_3
shape_object_spatial_moment_1_2_0
shape_object_spatial_moment_1_2_1
shape_object_spatial_moment_1_3_2
shape_object_spatial_moment_1_3_3
shape_object_spatial_moment_2_0_0
shape_object_spatial_moment_2_0_1
shape_object_spatial_moment_2_1_2
shape_object_spatial_moment_2_1_3
shape_object_spatial_moment_3_2_0
shape_object_spatial_moment_3_2_1
shape_object_spatial_moment_3_3_2
shape_object_spatial_moment_3_3_3
shape_object_surface_area
shape_object_volume
shape_object_zernike shape features
Object skeleton
shape_object_skeleton_endpoints
shape_object_skeleton_branches
shape_object_skeleton_length
shape_object_skeleton_trunks

Texture

Object

texture_object_haralick_angular_second_moment
texture_object_haralick_contrast
texture_object_haralick_coorelation
texture_object_haralick_sum_of_squares_variance
texture_object_haralick_inverse_difference_moment
texture_object_haralick_sum_average
texture_object_haralick_sum_variance
texture_object_haralick_sum_entropy
texture_object_haralick_entropy
texture_object_haralick_difference_variance
texture_object_haralick_measure_of_correlation_0
texture_object_haralick_measure_of_correlation_1
texture_object_haralick_maximum_correlation_coefficient

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

napari-features-0.1.4.tar.gz (100.6 kB view details)

Uploaded Source

Built Distribution

napari_features-0.1.4-py3-none-any.whl (90.8 kB view details)

Uploaded Python 3

File details

Details for the file napari-features-0.1.4.tar.gz.

File metadata

  • Download URL: napari-features-0.1.4.tar.gz
  • Upload date:
  • Size: 100.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.2 CPython/3.9.6

File hashes

Hashes for napari-features-0.1.4.tar.gz
Algorithm Hash digest
SHA256 84f82288c90fac9621eabc077ca2dcb92477ee190858f9756dbed2358b21288a
MD5 e5a8e4d026491ff795813ab665d46069
BLAKE2b-256 d7b4b010b8292abe35e8a87f40bf30277b1dd38f4ced210e35d02597b3a6c5ac

See more details on using hashes here.

File details

Details for the file napari_features-0.1.4-py3-none-any.whl.

File metadata

  • Download URL: napari_features-0.1.4-py3-none-any.whl
  • Upload date:
  • Size: 90.8 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.4.2 importlib_metadata/4.6.4 pkginfo/1.7.1 requests/2.26.0 requests-toolbelt/0.9.1 tqdm/4.62.2 CPython/3.9.6

File hashes

Hashes for napari_features-0.1.4-py3-none-any.whl
Algorithm Hash digest
SHA256 708beae5f3b3c2ef2f042eab8b58ce960fc8484ff147a7f572ecd203bb6c3f94
MD5 4b91e028c7cd15a8864867d4e40029f9
BLAKE2b-256 9199dde42f8ff7111d1cb21b9e8f66f0cad22e71a847be3be12e488f7249d97c

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page