Optic disc and Optic cup Segmentation for Retinography#

Optic Disc 512x512

driu

hed

m2unet

unet

lwnet

driu-od

Dataset

15M

14.7M

550k

25.8M

68k

15.2M

drionsdb

0.958

0.961

0.960

0.961

0.922

0.960

drishtigs1-disc

0.973

0.975

0.974

0.975

0.965

0.972

iostar-disc

0.894

0.922

0.913

0.921

0.893

0.921

refuge-disc

0.921

0.939

0.942

0.945

0.894

0.941

rimoner3-disc

0.950

0.955

0.953

0.956

0.939

0.954

Notes#

  • The following table describes recommended batch sizes for 24Gb of RAM GPU card:

driu

hed

m2unet

unet

lwnet

driu-od

drionsdb

4

4

6

2

6

4

drishtigs1-disc

4

4

5

2

5

4

iostar-disc

4

4

6

4

6

4

refuge-disc

5

5

10

5

20

5

rimoner3-disc

4

4

5

2

5

4

Optic Disc 768x768

driu

hed

m2unet

unet

lwnet

driu-od

Dataset

15M

14.7M

550k

25.8M

68k

15.2M

drionsdb

0.945

0.917

0.959

0.960

0.875

0.949

drishtigs1-disc

0.971

0.975

0.975

0.976

0.959

0.970

iostar-disc

0.908

0.922

0.917

0.920

0.898

0.911

refuge-disc

0.921

0.924

0.936

0.938

0.837

0.929

rimoner3-disc

0.950

0.954

0.955

0.956

0.925

0.954

Combined datasets

0.947

0.958

0.955

0.958

0.682

0.956

Notes#

  • The following table describes recommended batch sizes for 24Gb of RAM GPU card:

driu

hed

m2unet

unet

lwnet

driu-od

drionsdb

4

4

6

2

6

4

drishtigs1-disc

4

4

5

2

5

4

iostar-disc

4

4

6

4

6

4

refuge-disc

5

5

10

5

20

5

rimoner3-disc

4

4

5

2

5

4

Optic Cup 512x512

driu

hed

m2unet

unet

lwnet

driu-od

Dataset

15M

14.7M

550k

25.8M

68k

15.2M

drishtigs1-cup

0.903

0.910

0.912

0.913

0.877

0.913

refuge-cup

0.861

0.853

0.831

0.863

0.700

0.854

rimoner3-cup

0.799

0.819

0.829

0.819

0.736

0.822

Notes#

  • The following table describes recommended batch sizes for 24Gb of RAM GPU card:

driu

hed

m2unet

unet

lwnet

driu-od

drishtigs1-cup

4

4

5

2

5

4

refuge-cup

5

5

10

5

20

5

rimoner3-cup

4

4

5

2

5

4

Optic Cup 768x768

driu

hed

m2unet

unet

lwnet

driu-od

Dataset

15M

14.7M

550k

25.8M

68k

15.2M

drishtigs1-cup

0.899

0.904

0.918

0.913

0.861

0.913

refuge-cup

0.830

0.852

0.787

0.828

0.590

0.838

rimoner3-cup

0.769

0.804

0.824

0.809

0.748

0.813

Combined datasets

0.854

0.847

0.865

0.864

0.668

0.860

Notes#

  • The following table describes recommended batch sizes for 24Gb of RAM GPU card:

driu

hed

m2unet

unet

lwnet

driu-od

drishtigs1-cup

4

4

5

2

5

4

refuge-cup

5

5

10

5

20

5

rimoner3-cup

4

4

5

2

5

4