Face Mask Recognition: Deep Learning based Desktop App

Undertaking that you can be Creating:

Prerequisite of Undertaking: OpenCV

1. Picture Processing with OpenCV

Part -0 : Setting Up Undertaking

1. Set up Python
2. Set up Dependencies

Part -1 : Information Preprocessing

1. Collect Photographs
2. Extract Faces solely from Photographs
3. Labeling (Goal output) Photographs
4. Information Preprocessing
   1. RGB imply subtraction picture

Part – 2: Develop Deep Studying Mannequin

1. Coaching Face Recognition with OWN Deep Studying Mannequin.
   1. Convolutional Neural Community
2. Mannequin Analysis

Part – 3: Prediction with CNN Mannequin

1. Placing All collectively

Part – 4: PyQT Fundamentals

Part -5: PyQt primarily based Desktop Utility

Overview:

I’ll begin the course by putting in Python and putting in the mandatory libraries in Python for creating the end-to-end undertaking. Then I’ll educate you one of many stipulations of the course that’s image processing methods in OpenCV and the mathematical ideas behind the photographs. We can even do the mandatory picture evaluation and required preprocessing steps for the photographs. Then we are going to do a mini undertaking on Face Detection utilizing OpenCV and Deep Neural Networks.

With the ideas of picture fundamentals, we are going to then begin our undertaking phase-1, face id recognition. I’ll begin this part with preprocessing pictures, we are going to extract options from the photographs utilizing deep neural networks. Then with the options of faces, we are going to practice the completely different Deep studying fashions like Convolutional Neural Community.  I’ll educate you the mannequin choice and hyperparameter tuning for face recognition fashions

As soon as our Deep studying mannequin is prepared, will we transfer to Part-3, and write the code for preforming predictions with CNN mannequin.

Lastly, we are going to develop the desktop software and make prediction to stay video streaming.

What are you ready for? Begin the course develop your personal Laptop Imaginative and prescient Flask Desktop Utility Undertaking utilizing Machine Studying, Python and Deploy it in Cloud with your personal fingers.