Anemic-Nail-Grading-and-Prediction

Now, hemoglobin values are usually obtained by drawing blood. But it's time-comsuing. I evaluated hemoglobin values directly from nail images in this repository.

I. Grading

Grade
x >= 8 	        => 1
11 >= x > 8    	=> 2
x > 11 	        => 3

I used classification to grade nail images.

Model number	Backbone	Image size	Optimizer	Learning rate	Criterion	Vadlidation accuracy
1	EffcientNet-b7	512x386	Adam	CEL	0.001	0.89
2	EffcientNet-b7	512x386	Ranger	CEL	0.001	0.87
3	EffcientNet-b7	512x386	SGD	CEL	0.001	0.83

II. Prediction

Model number	Backbone	Image size	Optimizer	Learning rate	Criterion	Vadlidation accuracy
1	EffcientNet-b2	512x386	Adam	0.001	MSE	0.90
2	EffcientNet-b7	512x386	Adam	MSE	0.001	0.92
3	EffcientNet-b7	512x386	Ranger	MSE	0.001	0.91

Acknowledgement

1. EfficientNet PyTorch