pretrained deep learning network for Drowsy detection

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Ahmad Alhashil
Ahmad Alhashil on 22 Feb 2021
Commented: Ahmad Alhashil on 25 Feb 2021
Hi !
can anyone please help me which pretrained deep learning network is the suitable for drowsy detection?
any suggestion!!!
i have used resnet50 and got 77% accuracy and i want more that this>

Answers (1)

Mahesh Taparia
Mahesh Taparia on 25 Feb 2021
Edited: Mahesh Taparia on 25 Feb 2021
Hi
To find the best network combination, you can refer some literature and look for the existing state of the art network for drowsy detection. Using existing networks like resnet or alexnet is good to start with, but literature will give you more insight to the problem. Check some available network in literature and implement in MATLAB.
For resnet50 or any other pretrained network, you can experiment with varying learning rate, changing optimizer / loss function, change data preprocessing steps and check if the accuracy gets improved. This may or may not be helpful.

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