tutorial-face-mask-detection
DSFD-Pytorch-Inference
tutorial-face-mask-detection | DSFD-Pytorch-Inference | |
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1 | 1 | |
86 | 212 | |
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10.0 | 2.2 | |
over 1 year ago | about 1 month ago | |
Jupyter Notebook | Python | |
MIT License | Apache License 2.0 |
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tutorial-face-mask-detection
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Face Mask Detection - tutorial
Our validation and testing data consists of images of people with and without masks that we collected from various sources that provide images with permissive licences (e.g. pexels.com, unsplash.com). We have manually annotated all faces in the collected images, and labeled them as being masked or not (using the makesense.ai annotation tool). We collected 273 images which contain 524 faces (246 masked and 278 non-masked). The images are split 50/50 over the validation set and test set. An overview of the collected data and corresponding URLs and ground truth annotations can be found in test_validation_metadata.csv.
DSFD-Pytorch-Inference
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Face Mask Detection - tutorial
We used the RetinaFace face detector to extract faces as it is the state-of-the-art in face localisation in the wild, and works in real-time on a single CPU core (Deng et al.). We used the implementation and pre-trained model available at the RetinaFace repository. Note that we used the RetinaNetMobileNetV1 model, which is much faster than RetinaNetResNet50 and DSFDDetector.
What are some alternatives?
One-Piece-Image-Classifier - A quick image classifier trained with manually selected One Piece images.
face-mask-detection - In this project, we develop a pipeline to detect unmasked faces in images. This can, for example, be used to alert people that do not wear a mask when entering a building. [Moved to: https://github.com/datarootsio/tutorial-face-mask-detection]
Human-pose-estimation - A quick tutorial on multi-pose estimation with OpenCV, Tensorflow and MoveNet lightning.
observations
Playing-Cards-Classification-TensorFlow-CNN - CNN Model to Classify Playing Cards
Steganography - Hiding Text and Image inside an Image
Face-Mask-Detection - Face Mask Detection system based on computer vision and deep learning using OpenCV and Tensorflow/Keras
Social_Distancing_with_AI - Monitor people violating Social Distancing or not wearing Face Masks in public through CCTV footage.