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Comments (3)

muellerdo avatar muellerdo commented on September 23, 2024

Try out albumenation resize

from aucmedi.

muellerdo avatar muellerdo commented on September 23, 2024

skimage resize vs albumentations (cv2) resize

Experiment setting:

  • Batchsize 32
  • No Image Augmentation
  • No standardization
  • No other subfunctions

Results:

Test: 0 Using: albumentations
Time: 4.971815347671509
Number of Workers: 0
Test: 1 Using: albumentations
Time: 4.843110084533691
Number of Workers: 1
Test: 2 Using: albumentations
Time: 3.4497203826904297
Number of Workers: 2
Test: 3 Using: albumentations
Time: 2.855795383453369
Number of Workers: 3
Test: 4 Using: albumentations
Time: 2.2603540420532227
Number of Workers: 4
Test: 5 Using: albumentations
Time: 2.158949613571167
Number of Workers: 5
Test: 6 Using: albumentations
Time: 2.470766544342041
Number of Workers: 6
Test: 7 Using: albumentations
Time: 2.17976450920105
Number of Workers: 7
Test: 8 Using: albumentations
Time: 2.3888444900512695
Number of Workers: 8
Test: 9 Using: albumentations
Time: 2.1898529529571533
Number of Workers: 9
Test: 0 Using: skimage
Time: 19.045767068862915
Number of Workers: 0
Test: 1 Using: skimage
Time: 19.040592670440674
Number of Workers: 1
Test: 2 Using: skimage
Time: 11.070249080657959
Number of Workers: 2
Test: 3 Using: skimage
Time: 7.869706392288208
Number of Workers: 3
Test: 4 Using: skimage
Time: 6.358371257781982
Number of Workers: 4
Test: 5 Using: skimage
Time: 5.45630955696106
Number of Workers: 5
Test: 6 Using: skimage
Time: 4.961841821670532
Number of Workers: 6
Test: 7 Using: skimage
Time: 4.459730386734009
Number of Workers: 7
Test: 8 Using: skimage
Time: 3.968627452850342
Number of Workers: 8
Test: 9 Using: skimage
Time: 3.6736652851104736
Number of Workers: 9

from aucmedi.

muellerdo avatar muellerdo commented on September 23, 2024

Switched to albumentations as default resize

from aucmedi.

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