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DIY Visual inspection Project 1

2024/02/13に公開

GitHUB から実務に耐える 検査システムを その1

Project goal

  • inspection target detection
  • inspection abnormal sport detection
  • real time anomaly detection
  • save cost due to no developping cost from my company
  • Reduce my own cost and release commercail product

Object detection part

main system is used MMdetection

https://zenn.dev/manyan3/articles/a1c6a293365237

  • 社内向けにはデチューン版は投入予定
  • 機能を多くけても現場では使えないので、自動化と精度はトレードオフ

Anomaly detection part

  • データサンプルの作成が大変
  • ログ付きやマークつきなどは大変精度が落ちる

https://zenn.dev/manyan3/articles/c42e3651e9fe8d

Original method

  1. I am struggling this project.
  2. but using training mode is not easy to realize effective accuracy.
  3. version control is failed. lost some success datas.

https://github.com/mi-kaneyon/ObjectDetection_Proj

human operator finding dead dot trainer

  1. It is very simple trainer to find LCD defect.
  • ドット抜けを目視で発見するテスト(全10問)

https://github.com/mi-kaneyon/ObjectDetection_Proj/tree/main

Discussion