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

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

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