Open Face를 이용한 얼굴인식,구분 서비스 개발. 한대희 멘토 (http://slowcampus.com)
소프트웨어 마에스트로 6기 1단계2차 (2015년 9~11월) 프로젝트.
FaceNet, Open face, Face Recognition, Deep learning
13. Team Oldboy
시스템 구조
App
- Android
- Raspberry PI
- Image Stream
Server
- Registration
- Detection
- Broadcasting
Machine Learning
- Training Face
- Face Identification
- Notify Alarm
Face API Server
14. Team Oldboy
Face Recognition
Webcam
Face Alignment
128d vector
by CNN
[0.2323421,
-0.510210,
…
0.0027821,
0.3141658]
128
Face API Server
Face Detection
Classification
by SVM
Image
HOG
Recognition
15. Team Oldboy
Face API 소개
/request_register_face
/request_face_detection
[Request]
formData
data : { name : ‘jung’ }
file[] : image files
[Response]
{ result : 0,
message : “error msg”,
face : { id : 0,
name : “jung”,
thumbnail : “jung.png”
}
}
[Request]
formData
data : { device_id : 2321,
img : “base64 DataURL” }
or
data : { device_id : 2321 }
file[] : image file
[Response]
{ result : 0,
message : “error msg”,
detected_faces : [
{ id : 0,
name : “jung”,
kind : 1,
probability : 0.73,
boundingbox”: [2,25,254,304],
thumbnail : “jung.png
}, ... ]
}