Model Architecture

F1 Score

Improvement

Single

Multi

Unet

0.625

0.664

0.039

UNet++

0.633

0.697

0.064

DeepLabV3

0.622

0.692

0.07

DeepLabV3+

0.552

0.672

0.12

MapNet

0.755

NA

Joint Learning [9]

0.776

NA