|hz VddlZddlmZdZej ddddZy) N)utilsc|jjdk(rh|jd}tj|}tj|jd}tj |d}||}nTtj |jddd\}}}tj |jdd\}}tj||jz }tj||jz }tj|||} | |j|jS)z Return modified source array so that the cumulative density function of its values matches the cumulative density function of the template. urT)return_inverse return_counts)r ) dtypekindreshapenpbincountnonzerouniquecumsumsizeinterpshape) sourcetemplate src_lookup src_counts tmpl_counts tmpl_values src_values src_quantilestmpl_quantilesinterp_a_valuess b/var/www/html/test/engine/venv/lib/python3.12/site-packages/skimage/exposure/histogram_matching.py_match_cumulative_cdfr s ||C^^B' [[, kk("2"22"67 jj-a0 !+. -/YY NN2 t4. * J $&99X-=-=b-AQU#V [IIj)FKK7MYY{+hmm;Nii ~{KO : & . .v|| <<)r)channel_arg_positions) channel_axisc |j|jk7r td||jd|jdk7r tdtj|j|j }t |jdD]}t|d|f|d|f}||d|f<!n t||}|j jdk(r2tj|j }|j|d}|S) awAdjust an image so that its cumulative histogram matches that of another. The adjustment is applied separately for each channel. Parameters ---------- image : ndarray Input image. Can be gray-scale or in color. reference : ndarray Image to match histogram of. Must have the same number of channels as image. channel_axis : int or None, optional If None, the image is assumed to be a grayscale (single channel) image. Otherwise, this parameter indicates which axis of the array corresponds to channels. Returns ------- matched : ndarray Transformed input image. Raises ------ ValueError Thrown when the number of channels in the input image and the reference differ. References ---------- .. [1] http://paulbourke.net/miscellaneous/equalisation/ z:Image and reference must have the same number of channels.rzENumber of channels in the input image and reference image must match!)r .fF)copy) ndim ValueErrorrr emptyr ranger r r_supported_float_typeastype)image referencer$matchedchannelmatched_channel out_dtypes rmatch_histogramsr4!s D zzY^^# K   ;;r?ioob1 1.  ((5;;ekk:U[[_- 4G3c7l#YsG|%<O%4GCL !  4(y9}}S // < ...7 Nr!)numpyr _sharedrr channel_as_last_axisr4r!rr9s4=6&97;;:;r!