Face Mask Detection with Machine Learning

Sun, Nov 29, 2020

TOC

Face Mask Detection with Machine Learning

Github

Dataset

Paper

Ideas

Project in Progress (by Rozi)

  • Deep Learning for Face Detection in Real Time
  • Face Detection : SSD ResNet10 dan MTCNN
  • Mask Classification : CNN with MobileNetV2 dan VGG16Net
  • PC and Android Deployment
  • Variation :

    • distance
    • lighting
    • mask variation (+face attack)
  • Metric for Performance Analysis :

    • Accuracy, Precision, Recall, F1 for image analysis
    • mAP@0.5 (Mean Average Precision) for image analysis
    • FPS for video analysis
  • Reference:

Object Detection

  • Object Detection is Object Localization and Object Classification
  • Model for Object Detection: Fast R-CNN, Faster R-CNN, Histogram of Oriented Gradients (HOG), Region-based Convolutional Neural Networks (R-CNN), Region-based Fully Convolutional Network (R-FCN), Single Shot Detector (SSD), Spatial Pyramid Pooling (SPP-net), YOLO (You Only Look Once)

YOLO

TinyYolo for Mobile App

Yolo for custom object

SSD

Widerface

Model Zoo

Buy me tea or coffee ;)
Written by

Imron Rosyadi

notes of a life