Morphological Image Library : Smil vs scikit-image

On nestor

Image coffee - 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 02:16:29 PM
Image    : coffee.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 -       0.016       0.000       0.016       0.016 - (ms)
  2.0 -    512  1 -       0.032       0.000       0.032       0.032 - (ms)
  4.0 -   1024  1 -       0.095       0.000       0.095       0.095 - (ms)
  8.0 -   2048  1 -       0.370       0.000       0.370       0.370 - (ms)
 16.0 -   4096  1 -       2.465       0.001       2.464       2.468 - (ms)
 32.0 -   8192  1 -      10.076       0.004      10.071      10.081 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -       0.926       0.000       0.926       0.927 - (ms)
  2.0 -    512  1 -       3.138       0.000       3.138       3.139 - (ms)
  4.0 -   1024  1 -      12.642       0.001      12.641      12.645 - (ms)
  8.0 -   2048  1 -      53.476       0.004      53.471      53.484 - (ms)
 16.0 -   4096  1 -     210.477       0.044     210.421     210.555 - (ms)
 32.0 -   8192  1 -     838.980       0.044     838.907     839.040 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
    256 |       0.016 |       0.926 |         56.261  1.750
    512 |       0.032 |       3.138 |         97.971  1.991
   1024 |       0.095 |      12.642 |        133.221  2.125
   2048 |       0.370 |      53.476 |        144.607  2.160
   4096 |       2.465 |     210.477 |         85.387  1.931
   8192 |      10.076 |     838.980 |         83.262  1.920

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

* Elapsed time : 97.4 s

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                *** Structuring element size ***                

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -       0.373       0.000       0.372       0.373 - (ms)
  8.0 -   2048  2 -       0.703       0.000       0.703       0.703 - (ms)
  8.0 -   2048  3 -       1.026       0.000       1.026       1.026 - (ms)
  8.0 -   2048  4 -       1.350       0.000       1.349       1.350 - (ms)
  8.0 -   2048  5 -       1.673       0.000       1.673       1.674 - (ms)
  8.0 -   2048  6 -       1.996       0.000       1.996       1.996 - (ms)
  8.0 -   2048  7 -       2.319       0.001       2.319       2.321 - (ms)
  8.0 -   2048  8 -       2.641       0.000       2.641       2.642 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -      53.199       0.005      53.191      53.206 - (ms)
  8.0 -   2048  2 -      96.810       0.007      96.799      96.821 - (ms)
  8.0 -   2048  3 -     169.269       0.053     169.237     169.398 - (ms)
  8.0 -   2048  4 -     238.279       0.011     238.268     238.304 - (ms)
  8.0 -   2048  5 -     324.662       0.006     324.653     324.671 - (ms)
  8.0 -   2048  6 -     428.431       0.017     428.409     428.460 - (ms)
  8.0 -   2048  7 -     549.652       0.216     549.524     550.179 - (ms)
  8.0 -   2048  8 -     688.197       0.033     688.131     688.241 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
      1 |       0.373 |      53.199 |        142.808  2.155
      2 |       0.703 |      96.810 |        137.702  2.139
      3 |       1.026 |     169.269 |        164.979  2.217
      4 |       1.350 |     238.279 |        176.551  2.247
      5 |       1.673 |     324.662 |        194.049  2.288
      6 |       1.996 |     428.431 |        214.653  2.332
      7 |       2.319 |     549.652 |        237.007  2.375
      8 |       2.641 |     688.197 |        260.534  2.416

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

* Elapsed time : 130.0 s


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=> Elapsed time : 229 secs
   Begin        : 14:16:28
   End          : 14:20:17