Face Mask Detection with Machine Learning

Github

• AIZOOTech/FaceMaskDetection : SSD, self model

• chandrikadeb7/Face-Mask-Detection: MobileNetv2

• Spidy20/face_mask_detection : Faster RCNN

• mk-gurucharan/Face-Mask-Detection, Medium : Haar Cascade (OpenCV) + CNN

• NVIDIA-AI-IOT/face-mask-detection, article : NVIDIA DetectNet_v2 (based on ResNet-18), on Jetson Devices

• PureHing/face-mask-detection-tf2 : SSD (based on Mobilenet and RFB)

• rfribeiro/mask-detector : Haar Cascade (OpenCV) + MobileNetv2

• rohanrao619/Social_Distancing_with_AI : Yolov3 for object detection, Dual Shot Face Detector (DSFD) (better than Haar Cascade) for face detection, ResNet50 for face classification

• datarootsio/face-mask-detection : RetinaFace (RetinaNetMobileNetV1) for face detection, MobileNetV1 for face classification

• Qengineering/Face-Mask-Detection-Raspberry-Pi-64-bits : Linzaer for face detection, Paddle Lite for face classification, on Raspberry Pi

• adityap27/face-mask-detector: Yolo v2, v3, v4

• Rahul24-06/COVID-19-Authorized-Entry-using-Face-Mask-Detection: ResNet18 on Jetson Nano

• matlab-deep-learning/COVID19-Face-Mask-Detection-using-deep-learning

Dataset

• Masked face recognition dataset and application Github

• Prajna

• Cabani

Paper

• A hybrid deep transfer learning model with machine learning methods for face mask detection in the era of the COVID-19 pandemic, Loey et. al. : Resnet(+DeepTree, SVN, Ensemble)

• Fighting against COVID-19: A novel deep learning model based on YOLO-v2 with ResNet-50 for medical face mask detection, Loey et. al. : Resnet (+Yolo v2)

• Face Mask Detection using Transfer Learning of InceptionV3 G. Jignesh Chowdary, et al. : InceptionV3

• A Deep Learning Based Assistive System to Classify COVID-19 Face Mask for Human Safety with YOLOv3, Md. Rafiuzzaman Bhuiyan et. al : Yolo v3

• Comparative Study of Deep Learning Methods in Detection Face Mask Utilization PDF, Ivan Muhammad Siegfried: MobileNetV2 vs ResNet50V2 vs Xception

• Covid-19 Face Mask Detection Using TensorFlow, Keras and OpenCV, Arjya Das et. al.: self CNN

• MACHINE LEARNING (CONVOLUTIONAL NEURAL NETWORKS) FOR FACE MASK DETECTION IN IMAGE AND VIDEO, Ramot Lubis : MobileNet

• RetinaMask: A Face Mask detector, Mingjie Jiang: RetinaFaceMask

• Real Time Multi-Scale Facial Mask Detection and Classification Using Deep Transfer Learning Techniques, Kumar Addagarla : Yolo v3 vs Resnet (+NASNetMobile)

• Real-Time Facemask Recognition with Alarm System using Deep Learning, Sammy V. Militante : VGG-16, Raspberry Pi

• Mask Detection Using Framework Tensorflow and Pre-Trained CNN Model Based on Raspberry Pi pdf, Acep Ansor: MobileNet, Raspberry Pi

• An Application of Mask Detector For Prevent Covid-19 in Public Services Area pdf, Henderi: ???, Sipeed Maix

• Face Mask Detector, Akhyar Ahmed: MobileNet vs Resnet vs Exception

• A FACEMASK DETECTOR USING MACHINE LEARNING AND IMAGE PROCESSING TECHNIQUES., Amrit Kumar Bhadani: MobileNetV2

• Detecting masked faces in the wild with lle-cnns, pdf, S Ge: LLE CNN

• Identifying Facemask-Wearing Condition UsingImage Super-Resolution with Classification Networkto Prevent COVID-19, Bosheng Qin : SRCNet

Ideas

• Face Mask with Face Presentation Attack Detection (in this case: mask with part of face), with lighting and distance effect analysis on detection, working on handheld devices, video based

• upgrade mk-gurucharan/Face-Mask-Detection

• upgrade rfribeiro/mask-detector : Haar Cascade (OpenCV) + MobileNetv2

• upgrade rohanrao619/Social_Distancing_with_AI : Yolov3 for object detection, Dual Shot Face Detector (DSFD) (better than Haar Cascade) for face detection, ResNet50 for face classification

• upgrade datarootsio/face-mask-detection : RetinaFace (RetinaNetMobileNetV1) for face detection, MobileNetV1 for face classification

• upgrade Rahul24-06/COVID-19-Authorized-Entry-using-Face-Mask-Detection: ResNet18 on Jetson Nano

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:

  • Face detection benchmark, Medium

  • Real-Time Multi-Scale Face Detector on Embedded Devices

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

• Redmond developed YOLO v1, YOLO v2, YOLO v3, but YOLO v4 and YOLO v5 were developed by others

• Yolo at Darknet, Github Repo

• How to Perform Object Detection With YOLOv3 in Keras

• Real-time Object Detection with YOLO, YOLOv2 and now YOLOv3

• YOLO object detection with OpenCV

• What is YOLO Object Detection?

• Introduction to Yolo

• High-performance multiple object tracking based on YOLOv4, Deep SORT, and optical flow

TinyYolo for Mobile App

• TinyYolo for Knife Detection

• TinyYolo for Card

• natanielruiz/android-yolo

• Tiny Yolo for Blood

• Yolo for Car

• hunglc007/tensorflow-yolov4-tflite

• cmdbug/YOLOv5_NCNN

• szaza/android-yolo-v2

Yolo for custom object

• How to Train A Custom Object Detection Model with YOLO v5

• Everything you need to know to train your custom object detector model using YOLOv3

• Training YOLOv3 : Deep Learning based Custom Object Detector

• Training Yolo for Object Detection in PyTorch with Your Custom Dataset—The Simple Way, Github Repo

• How to build a custom object detector using YOLOv3 in Python Github Repo

• Yolo and YoloTiny Colab, Google Colab

• A Guide To Build Your Own Custom Object Detector Using YoloV3, Github Repo

• https://github.com/ratulKabir/Custom-Object-Detection-using-Darkflow

SSD

• Convolutional SSD

• SSD Original Paper

• Sefiks

• Sefiks: Face Recognition

Widerface

• WiderFace and Comparison

Model Zoo

• Open CV Deep Learning

• ONNX

• Caffe

• Caffe2