Method

PA

mIoU

Dice

FPN

D1

D2

D1

D2

D1

D2

D1

D2

FCN [7]

0.899

0.875

0.905

0.869

0.812

0.844

0.311

0.315

DeepLabv3+ [8]

0.931

0.890

0.898

0.901

0.902

0.917

0.210

0.291

SegNet [9]

0.929

0.911

0.906

0.899

0.932

0.890

0.294

0.332

Mask RCNN [10]

0.891

0.879

0.884

0.903

0.878

0.889

0.295

0.344

nn U-Net [11]

0.877

0.855

0.781

0.873

0.924

0.927

0.209

0.254

BCDU-Net [12]

0.879

0.907

0.859

0.891

0.891

0.866

0.195

0.265

Medical Transformer [13]

0.904

0.890

0.901

0.900

0.918

0.879

0.214

0.277

TransUNe [14]

0.925

0.917

0.863

0.895

0.894

0.905

0.203

0.253

CaraNet [15]

0.911

0.869

0.892

0.897

0.909

0.890

0.218

0.217

Ours

0.948

0.937

0.913

0.935

0.934

0.915

0.187

0.197