시각 인식으로 피해상황 파악하고 빠르게 대응하기 데모 사이트 https://maengdev-vr.mybluemix.net/ 사용된 소스코드 https://github.com/yunho0130/Predictive-Industrial-Visual-Analysis 사용된 기술들 - Watson API: Visual Recognition - IBM Cloudant NoSQL DB - IBM Cloud Funtions (Serverless)

1. 1
IBM Watson & Cloud Platform
Yunho Maeng
Watson Visual Recognition
시각인식으로
피해상황 파악하고
빠르게 대응하기

2. 2
https://ibm.box.com/v/201807dw
실습 자료 링크
$ git clone https://github.com/yunho0130/Predictive-
Industrial-Visual-Analysis
Download repository

3. 3
Deploy to IBM Cloud
https://bluemix.net/deploy?repository=https://github.co
m/IBM/Predictive-Industrial-Visual-Analysis
App name을 되도록 짧게

4. 4
Watson Visual Recognition
https://console.bluemix.net/catalog/?category=ai&search=visual

5. 5
Watson Visual Recognition

6. 6
Watson Visual Recognition

7. 7
Watson Visual Recognition
./kor-custom-training/obama_test0.jpg

8. 8
Watson Visual Recognition

9. 9
Watson Visual Recognition: Face Recognition

10. 10
Visual Recognition - Create a classifier using tool
Create a classifier

11. Visual Recognition - Create a classifier using tool
Create a classifier: Negative Model is important!

12. Visual Recognition - Create a classifier using tool
Create a classifier

13. Visual Recognition - Create a classifier using tool
Create a classifier

14. 14
https://www.ibm.com/watson/developercloud/visual-
recognition/api/v3/curl.html?curl#classify
Visual Recognition - Create a classifier using curl
curl -X POST -u "apikey:{apikey}" -F
"beagle_positive_examples=@beagle.zip" -F
"goldenretriever_positive_examples=@golden-
retriever.zip" -F "husky_positive_examples=@husky.zip"
-F "negative_examples=@cats.zip" -F "name=dogs"
"https://gateway.watsonplatform.net/visual-
recognition/api/v3/classifiers?version=2018-03-19"
curl -X POST -u "apikey:{apikey}" -F
"images_file=@dog_test1.jpg" -F "threshold=0.6" -F
"owners=me"
"https://gateway.watsonplatform.net/visual-
recognition/api/v3/classify?version=2018-03-19"
Create a classifier
Classify the image

15. 15
https://github.com/yunho0130/Predictive-Industrial-
Visual-Analysis/blob/master/README-ko.md
산업 설비의 Visual Recognition 분석

16. 16
Predictive Industrial Visual Analysis Demo
https://maengdev-vr.mybluemix.net/

17. 17
Predictive
Industrial
Visual
Analysis Demo
파이프 파열 1.30 %
파이프 부식 52.80 %
코팅 손상 21.70 %
조인트 결함 59.40 %
정상상태 0 %
파이프 누출 2.60 %

18. 18
Deploy to IBM Cloud
https://bluemix.net/deploy?repository=https://github.co
m/IBM/Predictive-Industrial-Visual-Analysis
App name을 되도록 짧게

19. 19
Deploy to IBM Cloud
https://bluemix.net/deploy?repository=https://github.co
m/IBM/Predictive-Industrial-Visual-Analysis

20. 20
Cloudant DB – Add new view

21. 21
IBM Cloud Functions – Upload images and analyze it

22. 22
IBM Cloud Functions – Upload images and analyze it
FUNCTIONS_APIHOST, FUNCTIONS_AUTHORIZATION

23. 23
IBM Cloud Functions – Upload images and analyze it
VR_KEY, VR_URL

24. 24
Visual Recognition - Create a classifier using curl
curl -X POST -u "apikey:{INSERT-YOUR-IAM-APIKEY-HERE}" -F
"Bursted_Pipe_positive_examples=@Burst_Images.zip" -F
"Corroded_Pipe_positive_examples=@Corrosion_Images.zip" -F
"Damaged_Coating_positive_examples=@Damaged_Coating_Im
ages.zip" -F
"Joint_Failure_positive_examples=@Joint_Failure_Images.zip" -
F "Pipe_Leak_positive_examples=@Leak_Images.zip" -F
"Normal_Condition_positive_examples=@Normal_Condition.zip"
-F "name=OilPipeCondition"
"https://gateway.watsonplatform.net/visual-
recognition/api/v3/classifiers?version=2018-03-19"
Create a classifier
VR_CLASSIFIERS
cd Predictive-Industrial-Visual-Analysis/vr-image-data
Move into image folder Check classifier_id

25. 25
Visual Recognition - Create a classifier using curl
LOUDANT_USERNAME, CLOUDANT_PASSWORD, CLOUDANT_HOST, CLOUDANT_URL,
COUDANT_USERNAME: 42번 라인
CLOUDANT_PASSWORD: 39번 라인
CLOUDANT_HOST: 34번 라인
CLOUDANT_URL: 41번 라인

26. 26
IBM Cloud Functions – Upload images and analyze it
$ chmod +x setup_functions.sh
$ ./setup_functions.sh --install
•[Catalogue] - [Functions] -
[Web Action]- [Enabled]
확인

27. 27
URL Routing

28. 28
Predictive Industrial Visual Analysis Demo
https://maengdev-vr.mybluemix.net/

29. Group Name / DOC ID / Month XX, 2018 / © 2018 IBM Corporation 29

30. 30
IBM Watson & Cloud Platform
Yunho Maeng
Q & A