Yuecong682/unetpp-cell-nuclei

UNet++ on Cell Nuclei Dataset (DSB 2018)

Results (5-fold Cross Validation)

Fold	Dice	IoU
1	0.8906	0.8451
2	0.9071	0.8480
3	0.9049	0.8519
4	0.8984	0.8478
5	0.9030	0.8441

Mean IoU: 84.74% Mean Dice: 90.08%

Usage

from tensorflow.keras.models import load_model
import helper_functions
model = load_model('best_model_fold1.h5', custom_objects={
    'bce_dice_loss': helper_functions.bce_dice_loss,
    'dice_coef': helper_functions.dice_coef
})