Morphological Image Library : Smil vs scikit-image

On taurus

Image balls - 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 12:08:48 PM
Image    : balls.png
  width  :   256
  height :   256
  depth  :     1
  type   : binary
Function : erode
  repeat :     7


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                       *** Image size ***                       

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -       0.055       0.000       0.055       0.055 - (ms)
  2.0 -    512  1 -       0.047       0.000       0.046       0.047 - (ms)
  4.0 -   1024  1 -       0.072       0.000       0.072       0.073 - (ms)
  8.0 -   2048  1 -       0.109       0.003       0.106       0.115 - (ms)
 16.0 -   4096  1 -       0.263       0.001       0.262       0.265 - (ms)
 32.0 -   8192  1 -       1.453       0.000       1.453       1.454 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -       0.819       0.013       0.788       0.828 - (ms)
  2.0 -    512  1 -       3.052       0.006       3.041       3.059 - (ms)
  4.0 -   1024  1 -      12.124       0.046      12.047      12.192 - (ms)
  8.0 -   2048  1 -      52.960       0.332      52.514      53.394 - (ms)
 16.0 -   4096  1 -     224.035       4.987     218.322     230.567 - (ms)
 32.0 -   8192  1 -     874.451       1.631     872.335     877.240 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
    256 |       0.055 |       0.819 |         14.944  1.174
    512 |       0.047 |       3.052 |         65.632  1.817
   1024 |       0.072 |      12.124 |        167.898  2.225
   2048 |       0.109 |      52.960 |        486.409  2.687
   4096 |       0.263 |     224.035 |        850.442  2.930
   8192 |       1.453 |     874.451 |        601.703  2.779

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

* Elapsed time : 97.8 s

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                *** Structuring element size ***                

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -       0.117       0.012       0.106       0.136 - (ms)
  8.0 -   2048  2 -       0.154       0.002       0.152       0.157 - (ms)
  8.0 -   2048  3 -       0.207       0.002       0.206       0.212 - (ms)
  8.0 -   2048  4 -       0.259       0.003       0.257       0.266 - (ms)
  8.0 -   2048  5 -       0.293       0.000       0.293       0.294 - (ms)
  8.0 -   2048  6 -       0.357       0.003       0.354       0.361 - (ms)
  8.0 -   2048  7 -       0.407       0.005       0.403       0.417 - (ms)
  8.0 -   2048  8 -       0.455       0.004       0.451       0.461 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -      53.270       0.369      52.509      53.673 - (ms)
  8.0 -   2048  2 -     114.644       0.066     114.559     114.734 - (ms)
  8.0 -   2048  3 -     208.428       0.070     208.347     208.566 - (ms)
  8.0 -   2048  4 -     368.562       0.101     368.409     368.729 - (ms)
  8.0 -   2048  5 -     534.789       0.144     534.699     535.123 - (ms)
  8.0 -   2048  6 -     728.642      10.136     724.112     753.463 - (ms)
  8.0 -   2048  7 -     945.860       1.587     944.901     949.663 - (ms)
  8.0 -   2048  8 -    1197.912       0.303    1197.621    1198.597 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
      1 |       0.117 |      53.270 |        455.641  2.659
      2 |       0.154 |     114.644 |        744.142  2.872
      3 |       0.207 |     208.428 |       1005.286  3.002
      4 |       0.259 |     368.562 |       1423.082  3.153
      5 |       0.293 |     534.789 |       1822.344  3.261
      6 |       0.357 |     728.642 |       2041.621  3.310
      7 |       0.407 |     945.860 |       2323.266  3.366
      8 |       0.455 |    1197.912 |       2635.541  3.421

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

* Elapsed time : 133.0 s


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=> Elapsed time : 232 secs
   Begin        : 12:08:47
   End          : 12:12:39