Morphological Image Library : Smil vs scikit-image

On nestor

Image balls - Type bin - Function open


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 03:22:27 PM
Image    : balls.png
  width  :   256
  height :   256
  depth  :     1
  type   : binary
Function : open
  repeat :     7


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                       *** Image size ***                       

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -       0.030       0.000       0.030       0.030 - (ms)
  2.0 -    512  1 -       0.064       0.004       0.061       0.072 - (ms)
  4.0 -   1024  1 -       0.182       0.000       0.182       0.183 - (ms)
  8.0 -   2048  1 -       0.701       0.000       0.700       0.701 - (ms)
 16.0 -   4096  1 -       4.332       0.001       4.330       4.333 - (ms)
 32.0 -   8192  1 -      17.268       0.008      17.253      17.283 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -       1.774       0.000       1.773       1.774 - (ms)
  2.0 -    512  1 -       6.558       0.001       6.557       6.560 - (ms)
  4.0 -   1024  1 -      26.278       0.001      26.276      26.279 - (ms)
  8.0 -   2048  1 -     110.734       0.008     110.720     110.747 - (ms)
 16.0 -   4096  1 -     437.565       0.060     437.484     437.670 - (ms)
 32.0 -   8192  1 -    1745.585       0.233    1745.350    1746.085 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
    256 |       0.030 |       1.774 |         58.739  1.769
    512 |       0.064 |       6.558 |        102.416  2.010
   1024 |       0.182 |      26.278 |        144.171  2.159
   2048 |       0.701 |     110.734 |        158.067  2.199
   4096 |       4.332 |     437.565 |        101.014  2.004
   8192 |      17.268 |    1745.585 |        101.089  2.005

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

* Elapsed time : 101.4 s

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                *** Structuring element size ***                

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -       0.687       0.000       0.687       0.688 - (ms)
  8.0 -   2048  2 -       1.310       0.000       1.310       1.311 - (ms)
  8.0 -   2048  3 -       1.937       0.001       1.936       1.939 - (ms)
  8.0 -   2048  4 -       2.563       0.003       2.560       2.569 - (ms)
  8.0 -   2048  5 -       3.187       0.000       3.187       3.188 - (ms)
  8.0 -   2048  6 -       3.813       0.001       3.812       3.815 - (ms)
  8.0 -   2048  7 -       4.452       0.001       4.451       4.453 - (ms)
  8.0 -   2048  8 -       5.082       0.005       5.077       5.093 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -     110.665       0.010     110.649     110.679 - (ms)
  8.0 -   2048  2 -     206.564       0.014     206.550     206.587 - (ms)
  8.0 -   2048  3 -     363.468       0.022     363.437     363.494 - (ms)
  8.0 -   2048  4 -     518.479       0.023     518.442     518.521 - (ms)
  8.0 -   2048  5 -     712.904       0.120     712.793     713.120 - (ms)
  8.0 -   2048  6 -     946.321       0.035     946.270     946.386 - (ms)
  8.0 -   2048  7 -    1218.481       0.066    1218.409    1218.631 - (ms)
  8.0 -   2048  8 -    1530.892       0.165    1530.741    1531.267 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
      1 |       0.687 |     110.665 |        160.968  2.207
      2 |       1.310 |     206.564 |        157.661  2.198
      3 |       1.937 |     363.468 |        187.691  2.273
      4 |       2.563 |     518.479 |        202.266  2.306
      5 |       3.187 |     712.904 |        223.675  2.350
      6 |       3.813 |     946.321 |        248.164  2.395
      7 |       4.452 |    1218.481 |        273.702  2.437
      8 |       5.082 |    1530.892 |        301.250  2.479

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

* Elapsed time : 138.9 s


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=> Elapsed time : 241 secs
   Begin        : 15:22:26
   End          : 15:26:27