Morphological Image Library : Smil vs scikit-image

On taurus

Image tools - Type gray - Function gradient


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 03:19:43 PM
Image    : tools.png
  width  :   256
  height :   256
  depth  :     1
  type   : gray
Function : gradient
  repeat :     7


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                       *** Image size ***                       

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -       0.256       0.001       0.255       0.256 - (ms)
  2.0 -    512  1 -       0.247       0.001       0.246       0.248 - (ms)
  4.0 -   1024  1 -       0.330       0.001       0.329       0.331 - (ms)
  8.0 -   2048  1 -       1.503       0.012       1.493       1.529 - (ms)
 16.0 -   4096  1 -       5.100       0.015       5.077       5.130 - (ms)
 32.0 -   8192  1 -      18.750       0.021      18.718      18.781 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -      14.216       0.008      14.204      14.228 - (ms)
  2.0 -    512  1 -      53.551       0.721      53.221      55.316 - (ms)
  4.0 -   1024  1 -     212.902       0.228     212.708     213.265 - (ms)
  8.0 -   2048  1 -     850.769       0.628     850.047     851.646 - (ms)
 16.0 -   4096  1 -    3395.088       2.763    3389.200    3398.458 - (ms)
 32.0 -   8192  1 -   13577.899       5.230   13566.870   13582.903 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
    256 |       0.256 |      14.216 |         55.617  1.745
    512 |       0.247 |      53.551 |        216.609  2.336
   1024 |       0.330 |     212.902 |        645.424  2.810
   2048 |       1.503 |     850.769 |        566.086  2.753
   4096 |       5.100 |    3395.088 |        665.680  2.823
   8192 |      18.750 |   13577.899 |        724.140  2.860

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

* Elapsed time : 219.0 s

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                *** Structuring element size ***                

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -       0.402       0.006       0.396       0.414 - (ms)
  8.0 -   2048  2 -       0.505       0.003       0.503       0.510 - (ms)
  8.0 -   2048  3 -       0.608       0.000       0.608       0.609 - (ms)
  8.0 -   2048  4 -       0.660       0.000       0.659       0.660 - (ms)
  8.0 -   2048  5 -       0.797       0.002       0.796       0.801 - (ms)
  8.0 -   2048  6 -       0.875       0.002       0.874       0.881 - (ms)
  8.0 -   2048  7 -       1.028       0.000       1.028       1.029 - (ms)
  8.0 -   2048  8 -       1.112       0.001       1.110       1.112 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -     850.322       0.492     849.771     851.299 - (ms)
  8.0 -   2048  2 -     904.165       0.379     903.523     904.728 - (ms)
  8.0 -   2048  3 -     959.629       2.267     957.909     964.403 - (ms)
  8.0 -   2048  4 -    1014.353       1.885    1011.246    1017.353 - (ms)
  8.0 -   2048  5 -    1080.837       0.842    1080.005    1082.784 - (ms)
  8.0 -   2048  6 -    1138.896       0.207    1138.702    1139.322 - (ms)
  8.0 -   2048  7 -    1185.438       0.724    1184.898    1187.119 - (ms)
  8.0 -   2048  8 -    1267.671       0.669    1266.883    1269.002 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
      1 |       0.402 |     850.322 |       2113.218  3.325
      2 |       0.505 |     904.165 |       1789.614  3.253
      3 |       0.608 |     959.629 |       1578.061  3.198
      4 |       0.660 |    1014.353 |       1537.829  3.187
      5 |       0.797 |    1080.837 |       1355.557  3.132
      6 |       0.875 |    1138.896 |       1301.093  3.114
      7 |       1.028 |    1185.438 |       1153.139  3.062
      8 |       1.112 |    1267.671 |       1140.398  3.057

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

* Elapsed time : 145.8 s


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=> Elapsed time : 366 secs
   Begin        : 15:19:42
   End          : 15:25:48