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