Our network is based on Segnet. The task is to segment malicious cell from medical images.
The dataset can be found here
reproduce the model
##1 stage
200 epochs image size (128, 128) learning rate 1e-4 batch size 50
accuracy on test data 0.77
200 epochs image size (192, 192) learning rate 5e-5 batch size 5
accuracy on test data 0.84
200 epochs image size (256, 256) learning rate 5e-5 batch size 5
accuracy on test data 0.86
200 epochs image size (256, 256) learning rate 1e-5 batch size 5
accuracy on test data 0.87