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Face Mask Detection using Deep Learning in Keras, Python and OpenCV on Images and Real Video Streams.

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Face Mask Detection 😷

Face Mask Detection using Deep Learning in Keras, Python and OpenCV on Images and Real Video Streams.

Motivation ⚡

In the present scenario due to Covid-19, there is no efficient face mask detection applications which are now in high demand for transportation means, densely populated areas, residential districts, large-scale manufacturers and other enterprises to ensure safety. Also, the absence of large datasets of ‘with_mask’ images has made this task more cumbersome and challenging.

Plotting Learning Curve 🤯

The learning curve is a visual representation of how long it takes to acquire new skills or knowledge.

Accuracy VS Epochs 📈

Loss VS Epochs 📉

Results 🥺

Here is an image of a group of 3 ladies wearing mask.

Input:

Prediction:

Here is an image of group of people not wearing mask.

Input:

Prediction:

The model is making some error while detecting the masks. Also due to some cutoff of the lady's face the haarcascade classifier is not able to detect her face.

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Face Mask Detection using Deep Learning in Keras, Python and OpenCV on Images and Real Video Streams.

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