Morphological Image Library : Smil vs scikit-image

On nestor

Image lena - Type gray - Function tophat


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 04:27:14 PM
Image    : lena.png
  width  :   256
  height :   256
  depth  :     1
  type   : gray
Function : tophat
  repeat :     7


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

                       *** Image size ***                       

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -       0.069       0.000       0.069       0.069 - (ms)
  2.0 -    512  1 -       0.105       0.000       0.104       0.105 - (ms)
  4.0 -   1024  1 -       0.248       0.000       0.248       0.248 - (ms)
  8.0 -   2048  1 -       1.353       0.000       1.353       1.354 - (ms)
 16.0 -   4096  1 -       7.865       0.002       7.862       7.867 - (ms)
 32.0 -   8192  1 -      35.616       0.023      35.576      35.649 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -       2.614       0.001       2.612       2.616 - (ms)
  2.0 -    512  1 -       6.812       0.001       6.811       6.814 - (ms)
  4.0 -   1024  1 -      27.910       0.004      27.905      27.919 - (ms)
  8.0 -   2048  1 -     123.291       0.011     123.274     123.307 - (ms)
 16.0 -   4096  1 -     487.904       0.012     487.884     487.918 - (ms)
 32.0 -   8192  1 -    1940.839       0.136    1940.649    1941.027 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
    256 |       0.069 |       2.614 |         37.839  1.578
    512 |       0.105 |       6.812 |         65.156  1.814
   1024 |       0.248 |      27.910 |        112.374  2.051
   2048 |       1.353 |     123.291 |         91.097  1.960
   4096 |       7.865 |     487.904 |         62.036  1.793
   8192 |      35.616 |    1940.839 |         54.493  1.736

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

* Elapsed time : 105.0 s

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

                *** Structuring element size ***                

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -       1.534       0.000       1.533       1.535 - (ms)
  8.0 -   2048  2 -       2.129       0.000       2.128       2.129 - (ms)
  8.0 -   2048  3 -       2.743       0.003       2.741       2.750 - (ms)
  8.0 -   2048  4 -       3.393       0.002       3.391       3.397 - (ms)
  8.0 -   2048  5 -       4.014       0.004       4.009       4.021 - (ms)
  8.0 -   2048  6 -       4.643       0.008       4.628       4.652 - (ms)
  8.0 -   2048  7 -       5.268       0.008       5.258       5.279 - (ms)
  8.0 -   2048  8 -       5.874       0.006       5.869       5.886 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -     123.308       0.105     123.238     123.557 - (ms)
  8.0 -   2048  2 -     219.695       0.082     219.645     219.891 - (ms)
  8.0 -   2048  3 -     376.307       0.021     376.278     376.345 - (ms)
  8.0 -   2048  4 -     531.489       0.037     531.449     531.567 - (ms)
  8.0 -   2048  5 -     725.992       0.024     725.960     726.035 - (ms)
  8.0 -   2048  6 -     959.705       0.133     959.599     959.959 - (ms)
  8.0 -   2048  7 -    1232.125       0.048    1232.071    1232.195 - (ms)
  8.0 -   2048  8 -    1543.912       0.085    1543.854    1544.112 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
      1 |       1.534 |     123.308 |         80.385  1.905
      2 |       2.129 |     219.695 |        103.207  2.014
      3 |       2.743 |     376.307 |        137.179  2.137
      4 |       3.393 |     531.489 |        156.656  2.195
      5 |       4.014 |     725.992 |        180.880  2.257
      6 |       4.643 |     959.705 |        206.693  2.315
      7 |       5.268 |    1232.125 |        233.890  2.369
      8 |       5.874 |    1543.912 |        262.852  2.420

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

* Elapsed time : 139.8 s


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

=> Elapsed time : 245 secs
   Begin        : 16:27:14
   End          : 16:31:19