Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Portfolio and Usecase of Computer Vision at VIVEN, Inc.

Portfolio and Usecase of Computer Vision at VIVEN, Inc.

会社で扱う画像認識技術のユースケースとPortfolioについて紹介しています.

また、勉強会も毎月2回ほど開催していますので、興味がある勉強会がありましたらぜひご参加ください。
https://viven-inc.connpass.com

(過去・今後の勉強会)
- 6月15日 勉強会「リファクタリング 既存のコードを安全に改善する」
https://viven-inc.connpass.com/event/214933/
- 6月29日 勉強会「アプレンティスシップ・パターン ―徒弟制度に学ぶ熟練技術者の技と心得」
https://viven-inc.connpass.com/event/214934/

もし、話を聞いてみたいと思った際には、メールまたは以下のSNSからご連絡ください。

- メール
contact@viven.co.jp
- Twitter
https://twitter.com/viven_inc/
- Facebook
https://www.facebook.com/viven.inc/
- Instagram
https://www.instagram.com/viven_inc/
- Linkedin
https://www.linkedin.com/company/viven-inc/

【弊社HP 】
https://www.viven.co.jp

68c4ac2b12ccdabce0b15d6657aa8d6b?s=128

VIVEN, Inc.

June 11, 2021
Tweet

Transcript

  1. 2021/06/06 Portfolio and UseCase with Computer Vision CEO Shintaro Yoshida

    @sht47
  2. What our company can do with Computer Vision Technology The

    Core Technology - Pose Estimation - Object Tracking and Object Detection - Action Recognition
  3. What our company can do with Computer Vision Technology The

    Core Technology - Pose Estimation - Object Tracking and Object Detection - Action Recognition
  4. Pose Estimation - Detect joints of human body Image Credit

    : https://github.com/MVIG-SJTU/AlphaPose
  5. Use case 1 of Pose Estimation • Detection of human

    behavior ◦ detection of sudden crouching down by sickness ◦ sitting, standing, reading in order to check the working hours in factory Image Credit (Left): https://jooinn.com/images/girl-reading-4.png Image Credit (Right) : https://www.bridgemi.com/guest-commentary/tale-two-rust-belts-why-ann-arbor-and-kalamazoo-thrive-and-factory-towns-struggle
  6. Use case 2 of Pose Estimation • Sports Analytics(Football, Basketball,

    Golf, etc) ◦ support swing or shoot form with analytics ◦ support coaches teach the sports ◦ help athletes train by themselves Image Credit : https://indatalabs.com/blog/3d-pose-estimation
  7. What our company can do with Computer Vision Technology The

    Core Technology - Pose Estimation - Object Tracking and Object Detection - Action Recognition
  8. Object Detection and Object Tracking - Detect object bounding box

    and Track them Image Credit : https://github.com/ifzhang/FairMOT
  9. Use Case 1 of Object Tracking and Object Detection -

    Mask Face Detection Image Credit : https://www.intertecsystems.com/contactless-solutions-for-customers-and-employees
  10. Use Case 2 of Object Tracking and Object Detection •

    Animal Monitoring ◦ Count the number ◦ Track the trait Image Credit : https://viso.ai/deep-learning/object-detection/
  11. What our company can do with Computer Vision Technology The

    Core Technology - Pose Estimation - Object Tracking - Action Recognition
  12. Action Recognition • Classify the action of each person ◦

    Active Research Field ◦ Action Number is limited to 80 - 300 AVA Dataset (80 Action Number) https://research.google.com/ava/explore.html Image Credit : https://github.com/facebookresearch/SlowFast
  13. Use Case 1 of Action Recognition • Analyze the human

    behavior for Retail, Hospitality Industry ◦ understand the human reaction waiting for a line ◦ analyze the effect of event ◦ check the behavior at the restaurant ◦ etc... Image Credit : https://upserve.com/restaurant-insider/what-keeps-pe ople-coming-back-to-a-restaurant-hint-its-not-the-wine -list/
  14. Use Case 2 of Action Recognition - Automatically detect motion

    speed and change video speed For Video Highlights Image Credit : https://speednet-cvpr20.github.io/supplemental/index.html
  15. 2021/06/06 Thank you for your attention We have more use

    cases to deal with the problems. If you have any question, feel free to ask contact@viven.co.jp