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