Morphological Image Library : Smil vs scikit-image

On taurus

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 12:31:59 PM
Image    : hubble_EDF_bin.png
  width  :   512
  height :   512
  depth  :     1
  type   : binary
Function : erode
  repeat :     7


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                       *** Image size ***                       

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  0.5 -    256  1 -       0.060       0.000       0.059       0.061 - (ms)
  1.0 -    512  1 -       0.050       0.001       0.049       0.051 - (ms)
  2.0 -   1024  1 -       0.075       0.000       0.075       0.075 - (ms)
  4.0 -   2048  1 -       0.097       0.001       0.096       0.098 - (ms)
  8.0 -   4096  1 -       0.241       0.000       0.241       0.241 - (ms)
 16.0 -   8192  1 -       1.455       0.012       1.437       1.472 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  0.5 -    256  1 -       0.783       0.005       0.775       0.791 - (ms)
  1.0 -    512  1 -       2.986       0.014       2.970       3.017 - (ms)
  2.0 -   1024  1 -      12.103       0.078      11.948      12.181 - (ms)
  4.0 -   2048  1 -      52.806       0.200      52.491      53.174 - (ms)
  8.0 -   4096  1 -     217.108       0.865     215.576     218.355 - (ms)
 16.0 -   8192  1 -     879.176       2.463     874.001     881.844 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
    256 |       0.060 |       0.783 |         13.139  1.119
    512 |       0.050 |       2.986 |         59.757  1.776
   1024 |       0.075 |      12.103 |        160.648  2.206
   2048 |       0.097 |      52.806 |        544.281  2.736
   4096 |       0.241 |     217.108 |        901.559  2.955
   8192 |       1.455 |     879.176 |        604.344  2.781

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

* Elapsed time : 97.1 s

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                *** Structuring element size ***                

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  4.0 -   2048  1 -       0.102       0.002       0.101       0.107 - (ms)
  4.0 -   2048  2 -       0.147       0.001       0.146       0.150 - (ms)
  4.0 -   2048  3 -       0.194       0.001       0.192       0.195 - (ms)
  4.0 -   2048  4 -       0.241       0.000       0.241       0.242 - (ms)
  4.0 -   2048  5 -       0.288       0.002       0.287       0.293 - (ms)
  4.0 -   2048  6 -       0.334       0.001       0.332       0.335 - (ms)
  4.0 -   2048  7 -       0.378       0.001       0.376       0.379 - (ms)
  4.0 -   2048  8 -       0.424       0.001       0.423       0.425 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  4.0 -   2048  1 -      52.847       0.296      52.362      53.183 - (ms)
  4.0 -   2048  2 -     115.225       0.485     114.713     116.007 - (ms)
  4.0 -   2048  3 -     208.767       0.604     208.387     210.157 - (ms)
  4.0 -   2048  4 -     369.016       0.812     368.491     370.914 - (ms)
  4.0 -   2048  5 -     534.716       0.074     534.659     534.861 - (ms)
  4.0 -   2048  6 -     724.965       1.934     724.108     729.694 - (ms)
  4.0 -   2048  7 -     959.596      31.647     944.729    1036.446 - (ms)
  4.0 -   2048  8 -    1210.499      26.870    1198.261    1276.173 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
      1 |       0.102 |      52.847 |        518.451  2.715
      2 |       0.147 |     115.225 |        782.370  2.893
      3 |       0.194 |     208.767 |       1074.000  3.031
      4 |       0.241 |     369.016 |       1529.235  3.184
      5 |       0.288 |     534.716 |       1854.153  3.268
      6 |       0.334 |     724.965 |       2173.431  3.337
      7 |       0.378 |     959.596 |       2539.965  3.405
      8 |       0.424 |    1210.499 |       2856.140  3.456

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

* Elapsed time : 133.7 s


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=> Elapsed time : 231 secs
   Begin        : 12:31:59
   End          : 12:35:50