Morphological Image Library : Smil vs scikit-image

On nestor

Image hubble_EDF_bin - Type bin - Function erode


SMIL (Simple Morphological Image Library) 1.0.0-dev
Copyright (c) 2011-2016, Matthieu FAESSEL and ARMINES
Copyright (c) 2017-2021, CMM - Centre de Morphologie Mathematique
All rights reserved.

Date     : 30/09/2021 02:27:57 PM
Image    : hubble_EDF_bin.png
  width  :   512
  height :   512
  depth  :     1
  type   : binary
Function : erode
  repeat :     7


-*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*-

                       *** Image size ***                       

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  0.5 -    256  1 -       0.016       0.000       0.016       0.016 - (ms)
  1.0 -    512  1 -       0.032       0.000       0.032       0.032 - (ms)
  2.0 -   1024  1 -       0.095       0.000       0.095       0.095 - (ms)
  4.0 -   2048  1 -       0.384       0.000       0.384       0.384 - (ms)
  8.0 -   4096  1 -       2.521       0.001       2.520       2.523 - (ms)
 16.0 -   8192  1 -      10.061       0.006      10.054      10.074 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  0.5 -    256  1 -       0.806       0.000       0.806       0.806 - (ms)
  1.0 -    512  1 -       3.572       0.000       3.572       3.572 - (ms)
  2.0 -   1024  1 -      12.581       0.001      12.579      12.583 - (ms)
  4.0 -   2048  1 -      53.116       0.007      53.104      53.125 - (ms)
  8.0 -   4096  1 -     209.850       0.009     209.837     209.867 - (ms)
 16.0 -   8192  1 -     838.705       0.036     838.670     838.785 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
    256 |       0.016 |       0.806 |         49.217  1.692
    512 |       0.032 |       3.572 |        111.075  2.046
   1024 |       0.095 |      12.581 |        132.493  2.122
   2048 |       0.384 |      53.116 |        138.293  2.141
   4096 |       2.521 |     209.850 |         83.226  1.920
   8192 |      10.061 |     838.705 |         83.360  1.921

  - [*] : ratio and log10(ratio) in columns

* Elapsed time : 97.3 s

-*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*-

                *** Structuring element size ***                

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  4.0 -   2048  1 -       0.383       0.000       0.383       0.383 - (ms)
  4.0 -   2048  2 -       0.703       0.000       0.703       0.704 - (ms)
  4.0 -   2048  3 -       1.030       0.000       1.030       1.031 - (ms)
  4.0 -   2048  4 -       1.358       0.011       1.353       1.384 - (ms)
  4.0 -   2048  5 -       1.677       0.001       1.676       1.680 - (ms)
  4.0 -   2048  6 -       1.999       0.000       1.999       1.999 - (ms)
  4.0 -   2048  7 -       2.325       0.001       2.325       2.326 - (ms)
  4.0 -   2048  8 -       2.648       0.000       2.647       2.648 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  4.0 -   2048  1 -      53.133       0.005      53.126      53.140 - (ms)
  4.0 -   2048  2 -      96.821       0.017      96.808      96.862 - (ms)
  4.0 -   2048  3 -     169.330       0.018     169.314     169.369 - (ms)
  4.0 -   2048  4 -     238.262       0.008     238.250     238.273 - (ms)
  4.0 -   2048  5 -     324.712       0.011     324.700     324.735 - (ms)
  4.0 -   2048  6 -     428.593       0.250     428.466     429.195 - (ms)
  4.0 -   2048  7 -     549.471       0.040     549.423     549.553 - (ms)
  4.0 -   2048  8 -     687.907       0.019     687.885     687.947 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
      1 |       0.383 |      53.133 |        138.816  2.142
      2 |       0.703 |      96.821 |        137.633  2.139
      3 |       1.030 |     169.330 |        164.340  2.216
      4 |       1.358 |     238.262 |        175.490  2.244
      5 |       1.677 |     324.712 |        193.625  2.287
      6 |       1.999 |     428.593 |        214.407  2.331
      7 |       2.325 |     549.471 |        236.285  2.373
      8 |       2.648 |     687.907 |        259.822  2.415

  - [*] : ratio and log10(ratio) in columns

* Elapsed time : 129.7 s


-*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*--*-

=> Elapsed time : 228 secs
   Begin        : 14:27:56
   End          : 14:31:44