Face Mask Detection with Machine Learning
Github
- AIZOOTech/FaceMaskDetection : SSD, self model
- chandrikadeb7/Face-Mask-Detection: MobileNetv2
- Spidy20/facemaskdetection : 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/SocialDistancingwith_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
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/SocialDistancingwith_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:
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
