Morphological Image Library : Smil vs scikit-image

On nestor

Image metal - 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 02:31:45 PM
Image    : metal.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 -       0.372       0.000       0.372       0.373 - (ms)
 16.0 -   4096  1 -       2.529       0.000       2.528       2.529 - (ms)
 32.0 -   8192  1 -      10.067       0.003      10.063      10.071 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -       0.923       0.007       0.919       0.936 - (ms)
  2.0 -    512  1 -       3.138       0.000       3.138       3.139 - (ms)
  4.0 -   1024  1 -      12.663       0.002      12.661      12.666 - (ms)
  8.0 -   2048  1 -      53.664       0.012      53.652      53.681 - (ms)
 16.0 -   4096  1 -     210.630       0.024     210.580     210.659 - (ms)
 32.0 -   8192  1 -     840.466       0.093     840.293     840.570 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
    256 |       0.016 |       0.923 |         56.633  1.753
    512 |       0.032 |       3.138 |         97.702  1.990
   1024 |       0.095 |      12.663 |        133.849  2.127
   2048 |       0.372 |      53.664 |        144.172  2.159
   4096 |       2.529 |     210.630 |         83.294  1.921
   8192 |      10.067 |     840.466 |         83.487  1.922

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

* Elapsed time : 97.5 s

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                *** Structuring element size ***                

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -       0.380       0.000       0.380       0.380 - (ms)
  8.0 -   2048  2 -       0.710       0.000       0.710       0.710 - (ms)
  8.0 -   2048  3 -       1.028       0.000       1.028       1.028 - (ms)
  8.0 -   2048  4 -       1.347       0.000       1.347       1.348 - (ms)
  8.0 -   2048  5 -       1.668       0.000       1.667       1.668 - (ms)
  8.0 -   2048  6 -       1.988       0.000       1.988       1.988 - (ms)
  8.0 -   2048  7 -       2.308       0.000       2.307       2.308 - (ms)
  8.0 -   2048  8 -       2.628       0.000       2.628       2.629 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -      53.503       0.013      53.483      53.528 - (ms)
  8.0 -   2048  2 -      96.811       0.009      96.798      96.821 - (ms)
  8.0 -   2048  3 -     169.253       0.009     169.240     169.268 - (ms)
  8.0 -   2048  4 -     238.243       0.017     238.225     238.279 - (ms)
  8.0 -   2048  5 -     324.760       0.047     324.714     324.860 - (ms)
  8.0 -   2048  6 -     428.477       0.018     428.449     428.509 - (ms)
  8.0 -   2048  7 -     549.782       0.628     549.372     551.286 - (ms)
  8.0 -   2048  8 -     687.965       0.048     687.906     688.046 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
      1 |       0.380 |      53.503 |        140.850  2.149
      2 |       0.710 |      96.811 |        136.330  2.135
      3 |       1.028 |     169.253 |        164.674  2.217
      4 |       1.347 |     238.243 |        176.817  2.248
      5 |       1.668 |     324.760 |        194.724  2.289
      6 |       1.988 |     428.477 |        215.542  2.334
      7 |       2.308 |     549.782 |        238.246  2.377
      8 |       2.628 |     687.965 |        261.756  2.418

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

* Elapsed time : 130.1 s


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=> Elapsed time : 229 secs
   Begin        : 14:31:44
   End          : 14:35:33