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製造業目視検査へのDeepLearningを用いた事例集

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従来までは自動化が出来なかった目視検査領域を、Deep Learning技術を用いて自動化を目指すRistのDeep Inspectionの取り組み事例
Several examples of the image inspection system using deep learning for manufacturing areas in Japan.

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製造業目視検査へのDeepLearningを用いた事例集

  1. 1. Deep Learning - - ©Rist Inc.
  2. 2. Rist ©Rist Inc.Charlie Chaplin 'Modern Times'
  3. 3. • Rist • 2016/8/1 • HP : http://www.rist.co.jp • : 2-11-3 • 23 SAMURAI 2F Deep Learning ©Rist Inc.
  4. 4. 3 AI Deep Inspection Deep Learning ©Rist Inc.
  5. 5. Deep Learning Deep Learning ©Rist Inc.
  6. 6. 1: ©Rist Inc.
  7. 7. No.1 ©Rist Inc.
  8. 8. 1. 2. 15 ©Rist Inc.
  9. 9. 1. 2. • • 60% ©Rist Inc.
  10. 10. • AI 100% • 5 Rist • CNN • AI 100% => AI A B C ©Rist Inc.
  11. 11. Confidence Rist Deep Inspection 400 300 200 100 0.4 0.5 0.6 0.7 0.8 0.9 1.0 30 25 20 15 0.2 0.4 0.6 0.8 1.0 35 10 5 0 Deep Inspectionsoftmax 99%99%88% 88% → 88% 50% 99% ©Rist Inc.
  12. 12. • 3000 • 60% 97% • 2018 6 • 7 • ©Rist Inc.
  13. 13. 2: http://mi.eng.cam.ac.uk/projects/segnet/#publication©Rist Inc.
  14. 14. ©Rist Inc. v
  15. 15. ©Rist Inc. K 1. 2. 100 1
  16. 16. ©Rist Inc. Rist Deep Learning SegNet FusionNet https://arxiv.org/pdf/1612.05360.pdfhttp://mi.eng.cam.ac.uk/projects/segnet/
  17. 17. ©Rist Inc. K 100 1 Rist 10,000 1 100 2018 8
  18. 18. Rist Deep Inspection Collatio ©Rist Inc.
  19. 19. Rist 1. 3. Rist / 2. 2015 ©Rist Inc.
  20. 20. Rist 1. 2. 2015 ©Rist Inc.
  21. 21. 2015 ©Rist Inc.
  22. 22. & ©Rist Inc.
  23. 23. ©Rist Inc. 4:
  24. 24. ©Rist Inc.
  25. 25. ©Rist Inc. • Deep Learning •
  26. 26. Rist ©Rist Inc. 2. 1. 3.
  27. 27. ©Rist Inc. http://www.rist.co.jp http://www.deep-inspection.com http://collatio.deep-inspection.com
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従来までは自動化が出来なかった目視検査領域を、Deep Learning技術を用いて自動化を目指すRistのDeep Inspectionの取り組み事例 Several examples of the image inspection system using deep learning for manufacturing areas in Japan.

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