Docs: https://scikit-image.org/docs/dev/index.html
1. Overview
The scikit-image SciKit (toolkit for SciPy) extends
scipy.ndimage
to provide a versatile set of image processing routines.
2. Install
簡單安裝
Anaconda or miniconda, use:
conda install -c conda-forge scikit-image
pip, use:
pip install scikit-image
其它安裝：https://scikit-image.org/docs/dev/install.html
3. API
部分功能包括：（詳見https://scikit-image.org/docs/dev/api/api.html）
color提供色彩空間變換等
feature提供了多種特征計算工具例如灰階共生矩陣glcm的greycomatrix,grecoprops，輪廓、角點特征、相似特征等
fliters提供了各種濾波函數
measure提供了對象提取、香農資訊熵計算等
morphology提供了膨脹、腐蝕、去小面、去小洞等；
API Reference for skimage 0.16.dev0
Submodules
- skimage
- color
- data
- draw
- exposure
- external
- feature
- filters
- future
- graph
- io
- measure
- morphology
- restoration
- segmentation
- transform
- util
- viewer
Submodule Contents
-
skimage
- Subpackages
- Utility Functions
- dtype_limits
- ensure_python_version
- img_as_bool
- img_as_float
- img_as_float32
- img_as_float64
- img_as_int
- img_as_ubyte
- img_as_uint
- lookfor
- Module:
color
- convert_colorspace
- guess_spatial_dimensions
- rgba2rgb
- rgb2hsv
- hsv2rgb
- rgb2xyz
- xyz2rgb
- rgb2rgbcie
- rgbcie2rgb
- rgb2grey
- rgb2gray
- gray2rgb
- grey2rgb
- xyz2lab
- lab2xyz
- lab2rgb
- rgb2lab
- rgb2hed
- hed2rgb
- lab2lch
- lch2lab
- rgb2yuv
- yuv2rgb
- rgb2yiq
- yiq2rgb
- rgb2ypbpr
- ypbpr2rgb
- rgb2ycbcr
- ycbcr2rgb
- rgb2ydbdr
- ydbdr2rgb
- separate_stains
- combine_stains
- label2rgb
- deltaE_cie76
- deltaE_ciede94
- deltaE_ciede2000
- deltaE_cmc
- Module:
data
- load
- astronaut
- binary_blobs
- camera
- checkerboard
- chelsea
- clock
- coffee
- coins
- horse
- hubble_deep_field
- immunohistochemistry
- lbp_frontal_face_cascade_filename
- lfw_subset
- logo
- microaneurysms
- moon
- page
- text
- retina
- rocket
- stereo_motorcycle
- Module:
draw
- line
- line_aa
- bezier_curve
- polygon
- polygon_perimeter
- ellipse
- ellipse_perimeter
- ellipsoid
- ellipsoid_stats
- circle
- circle_perimeter
- circle_perimeter_aa
- set_color
- random_shapes
- rectangle
- rectangle_perimeter
- Module:
exposure
- histogram
- equalize_hist
- equalize_adapthist
- rescale_intensity
- cumulative_distribution
- adjust_gamma
- adjust_sigmoid
- adjust_log
- is_low_contrast
- Module:
external
- Module:
external.tifffile
- imsave
- imread
- imshow
- parse_kwargs
-
TiffFile
-
TiffWriter
-
TiffSequence
- Module:
feature
- canny
- daisy
- hog
- greycomatrix
- greycoprops
- local_binary_pattern
- multiblock_lbp
- draw_multiblock_lbp
- peak_local_max
- structure_tensor
- structure_tensor_eigvals
- hessian_matrix
- hessian_matrix_det
- hessian_matrix_eigvals
- shape_index
- corner_kitchen_rosenfeld
- corner_harris
- corner_shi_tomasi
- corner_foerstner
- corner_subpix
- corner_peaks
- corner_moravec
- corner_fast
- corner_orientations
- match_template
- register_translation
- masked_register_translation
- match_descriptors
- plot_matches
- blob_dog
- blob_doh
- blob_log
- haar_like_feature
- haar_like_feature_coord
- draw_haar_like_feature
-
Cascade
-
BRIEF
-
CENSURE
-
ORB
- Module:
filters
- inverse
- wiener
- gaussian
- median
- sobel
- sobel_h
- sobel_v
- scharr
- scharr_h
- scharr_v
- prewitt
- prewitt_h
- prewitt_v
- roberts
- roberts_pos_diag
- roberts_neg_diag
- laplace
- rank_order
- gabor_kernel
- gabor
- try_all_threshold
- meijering
- sato
- frangi
- hessian
- threshold_otsu
- threshold_yen
- threshold_isodata
- threshold_li
- threshold_local
- threshold_minimum
- threshold_mean
- threshold_niblack
- threshold_sauvola
- threshold_triangle
- apply_hysteresis_threshold
- unsharp_mask
-
LPIFilter2D
- Module:
filters.rank
- autolevel
- autolevel_percentile
- bottomhat
- equalize
- gradient
- gradient_percentile
- maximum
- mean
- geometric_mean
- mean_percentile
- mean_bilateral
- subtract_mean
- subtract_mean_percentile
- median
- minimum
- modal
- enhance_contrast
- enhance_contrast_percentile
- pop
- pop_percentile
- pop_bilateral
- sum
- sum_bilateral
- sum_percentile
- threshold
- threshold_percentile
- tophat
- noise_filter
- entropy
- otsu
- percentile
- windowed_histogram
- majority
- Module:
future
- manual_lasso_segmentation
- manual_polygon_segmentation
- Module:
future.graph
- rag_mean_color
- cut_threshold
- cut_normalized
- ncut
- show_rag
- merge_hierarchical
- rag_boundary
-
RAG
- Module:
graph
- shortest_path
- route_through_array
-
MCP
-
MCP_Geometric
-
MCP_Connect
-
MCP_Flexible
- Module:
io
- call_plugin
- concatenate_images
- find_available_plugins
- imread
- imread_collection
- imread_collection_wrapper
- imsave
- imshow
- imshow_collection
- load_sift
- load_surf
- plugin_info
- plugin_order
- pop
- push
- reset_plugins
- show
- use_plugin
-
ImageCollection
-
MultiImage
- Module:
measure
- find_contours
- regionprops
- perimeter
- approximate_polygon
- subdivide_polygon
- ransac
- block_reduce
- moments
- moments_central
- moments_coords
- moments_coords_central
- moments_normalized
- moments_hu
- marching_cubes_lewiner
- marching_cubes_classic
- mesh_surface_area
- profile_line
- label
- points_in_poly
- grid_points_in_poly
- compare_ssim
- compare_mse
- compare_nrmse
- compare_psnr
- shannon_entropy
-
LineModelND
-
CircleModel
-
EllipseModel
- Module:
morphology
- binary_erosion
- binary_dilation
- binary_opening
- binary_closing
- erosion
- dilation
- opening
- closing
- white_tophat
- black_tophat
- square
- rectangle
- diamond
- disk
- cube
- octahedron
- ball
- octagon
- star
- label
- watershed
- skeletonize
- skeletonize_3d
- thin
- medial_axis
- convex_hull_image
- convex_hull_object
- reconstruction
- remove_small_objects
- remove_small_holes
- h_minima
- h_maxima
- local_maxima
- local_minima
- flood
- flood_fill
- max_tree
- area_opening
- area_closing
- diameter_opening
- diameter_closing
- max_tree_local_maxima
- Module:
restoration
- wiener
- unsupervised_wiener
- richardson_lucy
- unwrap_phase
- denoise_tv_bregman
- denoise_tv_chambolle
- denoise_bilateral
- denoise_wavelet
- denoise_nl_means
- estimate_sigma
- inpaint_biharmonic
- cycle_spin
- Module:
segmentation
- random_walker
- active_contour
- felzenszwalb
- slic
- quickshift
- find_boundaries
- mark_boundaries
- clear_border
- join_segmentations
- relabel_from_one
- relabel_sequential
- watershed
- chan_vese
- morphological_geodesic_active_contour
- morphological_chan_vese
- inverse_gaussian_gradient
- circle_level_set
- checkerboard_level_set
- flood
- flood_fill
- Module:
transform
- match_histograms
- hough_circle
- hough_ellipse
- hough_line
- probabilistic_hough_line
- hough_circle_peaks
- hough_line_peaks
- radon
- iradon
- iradon_sart
- order_angles_golden_ratio
- frt2
- ifrt2
- integral_image
- integrate
- warp
- warp_coords
- estimate_transform
- matrix_transform
- swirl
- resize
- rotate
- rescale
- downscale_local_mean
- pyramid_reduce
- pyramid_expand
- pyramid_gaussian
- pyramid_laplacian
-
EuclideanTransform
-
SimilarityTransform
-
AffineTransform
-
ProjectiveTransform
-
EssentialMatrixTransform
-
FundamentalMatrixTransform
-
PolynomialTransform
-
PiecewiseAffineTransform
- Module:
util
- img_as_float32
- img_as_float64
- img_as_float
- img_as_int
- img_as_uint
- img_as_ubyte
- img_as_bool
- dtype_limits
- view_as_blocks
- view_as_windows
- pad
- crop
- montage
- random_noise
- regular_grid
- regular_seeds
- apply_parallel
- invert
- unique_rows
- Module:
viewer
- warn
-
CollectionViewer
-
ImageViewer
- Module:
viewer.canvastools
-
LineTool
-
PaintTool
-
RectangleTool
-
ThickLineTool
-
- Module:
viewer.plugins
-
CannyPlugin
-
ColorHistogram
-
Crop
-
LabelPainter
-
LineProfile
-
Measure
-
OverlayPlugin
-
PlotPlugin
-
Plugin
-
- Module:
viewer.utils
- figimage
- init_qtapp
- new_plot
- start_qtapp
- update_axes_image
-
ClearColormap
-
FigureCanvas
-
LinearColormap
-
RequiredAttr
- Module:
viewer.viewers
-
CollectionViewer
-
ImageViewer
-
- Module:
viewer.widgets
-
BaseWidget
-
Button
-
CheckBox
-
ComboBox
-
OKCancelButtons
-
SaveButtons
-
Slider
-
Text
-
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