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Image classification in real world : Car rental...

Image classification in real world : Car rental damage report

Mathieu Hausherr

September 21, 2018
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  1. My Dataset 41 269 pictures 62,63 Go Same cars Same

    set of colors Same luminosity (no light) Already classified by users
  2. Create ML Top 1 - From 1 34 % Top

    1 - From 5 91 % Top n - From n 78 %
  3. Base Merge Classes Top 1 - From 1 34 %

    37 % Top 1 - From 5 91 % 93 % Top n - From n 78 % 81 %
  4. Base Partner data Top 1 - From 1 37 %

    34 % Top 1 - From 5 93 % 89 % Top n - From n 81 % 75 %
  5. Base Partner data Partner corrected data Top 1 - From

    1 37 % 34 % 41 % Top 1 - From 5 93 % 89 % 94 % Top n - From n 81 % 75 % 84 %
  6. Inception v3 - MobileNet Inception v3 MobileNet Create ML Top

    1 - From 5 91 % 90 % 91 % Top n - From n 79 % 18 % 78 % Size 87 Mo 2.2 Mo 1.5 Mo Training time 2h41 2h38 1h50
  7. #1 ML is for mobile developer too #2 You already

    have a dataset #3 Don’t trust the result #4 If you can’t see it, ML can’t see it #5 Clean your data #6 Use Create ML #7 Drive safe
  8. #1 ML is for mobile developer too #2 You already

    have a dataset #3 Don’t trust the result #4 If you can’t see it, ML can’t see it #5 Clean your data #6 Use Create ML #7 Drive safe