方法

CVC-ClinicDB

Kvasir-SEG

Dice

IoU

MAE

F β ω

S α

E ϕ max

Dice

IoU

MAE

F β ω

S α

E ϕ max

U-Net

0.823

0.755

0.055

0.811

0.889

0.954

0.818

0.746

0.055

0.794

0.858

0.893

U-Net++

0.794

0.729

0.022

0.785

0.873

0.931

0.821

0.743

0.048

0.808

0.862

0.910

ResUNet++

0.796

0.796

-

-

-

-

0.813

0.793

-

-

-

-

SFA

0.700

0.607

0.042

0.647

0.793

0.885

0.723

0.611

0.075

0.670

0.782

0.849

PraNet

0.899

0.849

0.009

0.896

0.936

0.979

0.898

0.840

0.030

0.885

0.915

0.948

UACANet

0.916

0.870

0.008

0.917

0.940

0.965

0.905

0.852

0.026

0.897

0.914

0.948

SANet

0.916

0.859

0.012

0.909

0.939

0.971

0.904

0.847

0.028

0.892

0.915

0.949

MSNet

0.921

0.879

0.008

0.914

0.941

0.972

0.907

0.862

0.028

0.893

0.922

0.944

M2SNet

0.922

0.880

0.009

0.917

0.942

0.970

0.912

0.861

0.025

0.901

0.922

0.953

LDNet

0.923

0.872

-

-

-

-

0.912

0.855

-

-

-

-

Polyp-Mixer

0.908

0.856

-

0.902

0.943

0.963

0.916

0.864

-

0.908

0.932

0.959

CFA-Net

0.933

0.883

0.007

0.924

0.950

0.989

0.915

0.861

0.023

0.903

0.924

0.962

MMFIL-Net

0.890

0.838

0.008

0.883

0.922

0.974

0.909

0.858

0.026

0.904

0.915

0.950

Ours (S)

0.918

0.868

0.008

0.915

0.938

0.970

0.914

0.861

0.024

0.909

0.913

0.959

Ours (M)

0.932

0.884

0.007

0.933

0.944

0.987

0.914

0.862

0.022

0.907

0.921

0.955

Ours (L)

0.936

0.897

0.008

0.937

0.952

0.980

0.921

0.876

0.022

0.919

0.928

0.960