Author: Ma Man To Tony
It is my school project LMAO
Using colab to build a mask detection application.
Using ResNet50 and Haar Cascade
Using around a month to build this -.- (my first machine learning project)
Application Flow:
- Using the ResNet50 to train classifying a face is wearing a mask or not
- Using the colab given code to create the webcam capturing function
- Using the Haar Cascade to detect the webcam captured photo
- Using the trained ResNet50 model to predict the captured photo result
Limitations:
- It only detect one face in the photo.
- The Haar Cascade is not very accurate
- The ResNet50 model cannot classify the human are wearing mask wrongly because the sample is not enough
(More introduction of the application is in the ppt)
The colab notebook link: https://colab.research.google.com/drive/112nIn1ieaHePZDIxPOFesAZcZwTDY5wx?usp=sharing
Enjoy~