
    h                        S SK r S SKrS SKrS SKJr  S SKJr  S SKJ	r	  S SKJ
r
Jr  S SKJr  S SKJrJr  S SKJr  S S	KJrJr  S S
KJr  \" \
" 5       5      r\" \" 5       5      r\" \	" SSS95      S-  r\" \SSS9r\" \SSS9r\" \SSS9r\ R>                  " \SS9r \S 5       r!\\RD                  RG                  S\RH                  \RJ                  \RL                  /5      S 5       5       r'\S 5       r(\S 5       r)\S 5       r*\S 5       r+g)    N)assert_)_supported_float_type)binary_blobs)camerachelsea)mean_squared_error)calibrate_denoiserdenoise_wavelet)denoise_invariant)img_as_floatrandom_noise)xfail_without_pywt@      )n_dim   gaussiang{Gz?)modevar皙?T)rescale_sigmac                      [        [        [        5      n [        U [        5      n[        [        [        5      n[        X:  5        g N)r   	noisy_img_denoise_waveletmsetest_imgr   )denoised_imgdenoised_mseoriginal_mses      d/var/www/fran/franai/venv/lib/python3.13/site-packages/skimage/restoration/tests/test_j_invariant.pytest_invariant_denoiser"      s2    $Y0@AL|X.Ly(+LL'(    dtypec                     [        [        R                  U 5      [        [	        SS9S9n[        U[        5      n[        [        [        5      nX#:  d   eUR                  [        U 5      :X  d   eg )N)channel_axisdenoiser_kwargs)	r   noisy_img_colorastyper   dictr   test_img_colorr$   r   )r$   denoised_img_colorr   r    s       r!   test_invariant_denoise_colorr/   "   si     +u%"-
 )>:L7L&&&##'<U'CCCCr#   c                      [        [        [        5      n [        U [        5      n[        [        [        5      n[        X:  5        g r   )r   noisy_img_3dr   r   test_img_3dr   )denoised_img_3dr   r    s      r!   test_invariant_denoise_3dr4   0   s2    '6FGO4L|[1LL'(r#   c            	      v   S[         R                  " SSS5      S-  0n [        [        [        U SS9u  nu  p#U Vs/ s H  n[        [        [        US9PM     nnU Vs/ s H  n[        U[        5      PM     nn[        [         R                  " U5      [         R                  " U5      :H  5        g s  snf s  snf )	Nsigmar         r   T)denoise_parametersextra_outputr(   )
nplinspacer	   r   r   r   r   r   r   argmin)parameter_ranges_parameters_testedlossesr)   all_denoisedimgground_truth_lossess           r!   $test_calibrate_denoiser_extra_outputrE   9   s    S!Q!7!!;<%7+	&"A"  10O 	)%5W0  
 :FF#3sH-FBIIf+>!??@
 Gs   B1B6c                      S[         R                  " SSS5      S-  0n [        [        [        U S9n[        U" [        5      [        5      n[        [        [        5      n[        X#:  5        g )Nr6   r   r7   r8   r   r9   )r;   r<   r	   r   r   r   r   r   )r>   denoiserr   r    s       r!   test_calibrate_denoiserrI   L   s\    S!Q!7!!;<!#8HH x	*H5Ly(+LL'(r#   c                      [         R                  5       n S[        R                  R                  S5      S-  0n[	        U [
        US9  [        [        R                  " [         U :H  5      5        g )Nr6   r8   r   rG   )r   copyr;   randomr	   r   r   all)input_imager>   s     r!   test_input_image_not_modifiedrO   Y   sV    .."K!1!1!!4q!89%:J BFF9+,-r#   ),	functoolsnumpyr;   pytestskimage._shared.testingr   skimage._shared.utilsr   skimage.datar   r   r   skimage.metricsr   r   skimage.restorationr	   r
   skimage.restoration.j_invariantr   skimage.utilr   r   &skimage.restoration.tests.test_denoiser   r   r-   r2   r   r*   r1   partialr   r"   markparametrizefloat16float32float64r/   r4   rE   rI   rO    r#   r!   <module>rb      s=      + 7 % ( 5 C = 3 E!gi(<!459
=	~JDIKjcB$$_DI  ) ) 2::rzz2::"FG	D H 	D ) ) A A$ 	) 	) . .r#   