face_recognization (FaceNet) + TFHE (HNP) + hand_face_detection (Mediapipe)

Related tags

Deep LearningSuperControlSystem
Overview

SuperControlSystem

Face_Recognization (FaceNet)

面部识别 (FaceNet)

Fully Homomorphic Encryption over the Torus (HNP)

环面全同态加密 (TFHE)

Hand_Face_Detection (Mediapipe)

手脸检测 (Mediapipe)

DEMO (pesudo)

result

IT CAN

  • FACE FEATURE EXTRACTOR
  • FULLY HOMOMORPHIC ENCRYPTION
  • SYSTEM WITHOUT TOUCH
  • LIVE DETECTION (BLINK DETECTION)

VERSION OF PYTHON

FEATURE API python3.7 SERVER python3.8

TIPS

  • weight document already include
  • path may need to change (relative path is in used, normally not necessary to change)
  • image needs be prepared by yourself (upload or use API.py to take pictures)
  • image should be square and use same clear light
  • API.py can cut a almost square
square = self.image[210:210+400,450:450+380] # change this line to get perfect square
  • requirement.txt is ready and I suggest you to install in your virtual environnement
pip install requirements.txt # to get all package (some package is not necessaire)

HOW TO RUN

python API.py [--user]

STAR

RESULT

FHE

STAR

FACENET

STAR STAR

Owner
liziyu0104
liziyu0104
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