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Mastering Computer Vision with TensorFlow 2.x
book

Mastering Computer Vision with TensorFlow 2.x

by Krishnendu Kar
May 2020
Beginner to intermediate
430 pages
10h 39m
English
Packt Publishing
Content preview from Mastering Computer Vision with TensorFlow 2.x

Applying LBP to texture recognition

Now that we know the basics of LBP, we will apply it to a texture recognition example. For this example, 11 trained images and 7 test images that are 50 x 50 in size have been developed into the following classes:

  • Trained image
  • Pattern image (7)
  • Plain image (4)
  • Test image
  • Pattern image (4)
  • Plain image (3)

Steps 1 through 5 from the Generating an LBP pattern section are applied, and then each test image's LBP histogram is compared with all of the trained images to find the best match. Although different histogram comparison methods have been used, for this analysis, the Chi-Square test is going to be used as the principal method for determining the match. The final summary output with correct matches is ...

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Publisher Resources

ISBN: 9781838827069