Task

Classify image of eye as closed or open. (MRL Dataset)

Dataset

MRL Eye Dataset is a large-scale dataset of human eye images. The images are annotated according to the state of the eye (open or closed), presence of glasses, reflections etc.

Approaches

Part 1 - Contains notebooks for data exploration, cleaning and for converting the data into a dataframe

Part 2 - Contains notebooks of the different approaches I tried.

• Random forest model
• Neural network with fully connected layers
• Neural network with convolutional layers.
• Auto encoder

Part 3 - Explainable AI

• GradCam
• GradCam++
• ScoreCam

Results