Morphological Image Library : Smil vs scikit-image

On nestor

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 04:59:47 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 -       0.102       0.000       0.102       0.102 - (ms)
  2.0 -    512  1 -       0.137       0.001       0.137       0.139 - (ms)
  4.0 -   1024  1 -       0.282       0.000       0.281       0.282 - (ms)
  8.0 -   2048  1 -       2.799       0.025       2.761       2.847 - (ms)
 16.0 -   4096  1 -      10.829       0.003      10.826      10.835 - (ms)
 32.0 -   8192  1 -      42.384       0.017      42.355      42.414 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  1.0 -    256  1 -      11.855       0.003      11.852      11.861 - (ms)
  2.0 -    512  1 -      47.345       0.007      47.332      47.355 - (ms)
  4.0 -   1024  1 -     189.514       0.030     189.475     189.553 - (ms)
  8.0 -   2048  1 -     760.922       0.204     760.662     761.241 - (ms)
 16.0 -   4096  1 -    3050.787       7.054    3041.265    3059.900 - (ms)
 32.0 -   8192  1 -   12188.610      16.399   12172.613   12224.498 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
    256 |       0.102 |      11.855 |        116.558  2.067
    512 |       0.137 |      47.345 |        344.688  2.537
   1024 |       0.282 |     189.514 |        672.941  2.828
   2048 |       2.799 |     760.922 |        271.865  2.434
   4096 |      10.829 |    3050.787 |        281.718  2.450
   8192 |      42.384 |   12188.610 |        287.577  2.459

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

* Elapsed time : 204.5 s

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                *** Structuring element size ***                

* Smil

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -       1.851       0.000       1.851       1.852 - (ms)
  8.0 -   2048  2 -       2.508       0.001       2.507       2.509 - (ms)
  8.0 -   2048  3 -       3.390       0.000       3.389       3.390 - (ms)
  8.0 -   2048  4 -       4.007       0.001       4.005       4.009 - (ms)
  8.0 -   2048  5 -       4.645       0.002       4.643       4.650 - (ms)
  8.0 -   2048  6 -       5.267       0.004       5.264       5.275 - (ms)
  8.0 -   2048  7 -       5.891       0.001       5.890       5.893 - (ms)
  8.0 -   2048  8 -       6.531       0.002       6.529       6.534 - (ms)

* skImage

      -   Side SE -        Mean     Std Dev         Min         Max
-------------------------------------------------------------------
  8.0 -   2048  1 -     761.227       0.246     760.978     761.645 - (ms)
  8.0 -   2048  2 -     776.654       0.126     776.486     776.885 - (ms)
  8.0 -   2048  3 -     809.490       0.050     809.429     809.566 - (ms)
  8.0 -   2048  4 -     837.547       0.149     837.345     837.814 - (ms)
  8.0 -   2048  5 -     862.127       0.060     862.046     862.225 - (ms)
  8.0 -   2048  6 -     885.082       0.098     884.947     885.291 - (ms)
  8.0 -   2048  7 -     916.740       0.135     916.601     917.030 - (ms)
  8.0 -   2048  8 -     952.530       0.644     952.175     954.076 - (ms)

* Speed-up : (dt_skimage / dt_Smil)

        |     T(Smil) |  T(skImage) | T(skImage)/T(Smil) [*]
---------------------------------------------------------------
      1 |       1.851 |     761.227 |        411.238  2.614
      2 |       2.508 |     776.654 |        309.644  2.491
      3 |       3.390 |     809.490 |        238.810  2.378
      4 |       4.007 |     837.547 |        209.034  2.320
      5 |       4.645 |     862.127 |        185.617  2.269
      6 |       5.267 |     885.082 |        168.041  2.225
      7 |       5.891 |     916.740 |        155.620  2.192
      8 |       6.531 |     952.530 |        145.852  2.164

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

* Elapsed time : 162.4 s


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=> Elapsed time : 368 secs
   Begin        : 16:59:46
   End          : 17:05:54