Morphological Image Library : Smil vs scikit-image

On nestor

Image cells - 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 02:12:40 PM
Image    : cells.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 -       0.094       0.000       0.094       0.094 - (ms)
  8.0 -   2048  1 -       0.368       0.000       0.367       0.368 - (ms)
 16.0 -   4096  1 -       2.460       0.001       2.459       2.462 - (ms)
 32.0 -   8192  1 -      10.151       0.006      10.141      10.158 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -       0.910       0.000       0.910       0.910 - (ms)
  2.0 -    512  1 -       3.138       0.001       3.138       3.140 - (ms)
  4.0 -   1024  1 -      12.648       0.001      12.647      12.649 - (ms)
  8.0 -   2048  1 -      53.158       0.008      53.147      53.169 - (ms)
 16.0 -   4096  1 -     209.855       0.007     209.842     209.864 - (ms)
 32.0 -   8192  1 -     839.049       0.096     838.955     839.264 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
    256 |       0.016 |       0.910 |         55.436  1.744
    512 |       0.032 |       3.138 |         97.956  1.991
   1024 |       0.094 |      12.648 |        134.252  2.128
   2048 |       0.368 |      53.158 |        144.608  2.160
   4096 |       2.460 |     209.855 |         85.300  1.931
   8192 |      10.151 |     839.049 |         82.657  1.917

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

* Elapsed time : 97.3 s

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                *** Structuring element size ***                

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -       0.366       0.000       0.366       0.366 - (ms)
  8.0 -   2048  2 -       0.698       0.000       0.698       0.699 - (ms)
  8.0 -   2048  3 -       1.021       0.000       1.021       1.021 - (ms)
  8.0 -   2048  4 -       1.337       0.000       1.336       1.337 - (ms)
  8.0 -   2048  5 -       1.657       0.000       1.657       1.658 - (ms)
  8.0 -   2048  6 -       1.982       0.010       1.976       2.001 - (ms)
  8.0 -   2048  7 -       2.301       0.000       2.301       2.302 - (ms)
  8.0 -   2048  8 -       2.615       0.000       2.615       2.616 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -      53.174       0.009      53.163      53.191 - (ms)
  8.0 -   2048  2 -      96.847       0.007      96.837      96.862 - (ms)
  8.0 -   2048  3 -     169.381       0.028     169.350     169.442 - (ms)
  8.0 -   2048  4 -     238.308       0.049     238.254     238.386 - (ms)
  8.0 -   2048  5 -     325.019       0.330     324.870     325.828 - (ms)
  8.0 -   2048  6 -     428.632       0.031     428.601     428.679 - (ms)
  8.0 -   2048  7 -     549.496       0.033     549.448     549.538 - (ms)
  8.0 -   2048  8 -     688.261       0.102     688.163     688.458 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
      1 |       0.366 |      53.174 |        145.292  2.162
      2 |       0.698 |      96.847 |        138.761  2.142
      3 |       1.021 |     169.381 |        165.930  2.220
      4 |       1.337 |     238.308 |        178.297  2.251
      5 |       1.657 |     325.019 |        196.134  2.293
      6 |       1.982 |     428.632 |        216.208  2.335
      7 |       2.301 |     549.496 |        238.804  2.378
      8 |       2.615 |     688.261 |        263.149  2.420

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

* Elapsed time : 130.0 s


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=> Elapsed time : 229 secs
   Begin        : 14:12:39
   End          : 14:16:28