Supported Datasets

Here is a list of currently support datasets in this package, alongside notable properties. Each dataset name is linked to the current location where raw data can be downloaded. We include the reference of the data split protocols used to generate iterators for training and testing.

Retinography

Table 1 Supported Retinography Datasets (*: provided within this package)

Dataset

Reference

H x W

Samples

Mask

Vessel

OD

Cup

Split Reference

Train

Test

DRIVE

[DRIVE-2004]

584 x 565

40

x

x

[DRIVE-2004]

20

20

STARE

[STARE-2000]

605 x 700

20

*

x

[MANINIS-2016]

10

10

CHASE-DB1

[CHASEDB1-2012]

960 x 999

28

*

x

[CHASEDB1-2012]

8

20

HRF

[HRF-2013]

2336 x 3504

45

x

x

[ORLANDO-2017]

15

30

IOSTAR

[IOSTAR-2016]

1024 x 1024

30

x

x

x

[MEYER-2017]

20

10

DRIONS-DB

[DRIONSDB-2008]

400 x 600

110

x

[MANINIS-2016]

60

50

RIM-ONE r3

[RIMONER3-2015]

1424 x 1072

159

x

x

[MANINIS-2016]

99

60

Drishti-GS1

[DRISHTIGS1-2014]

varying

101

x

x

[DRISHTIGS1-2014]

50

51

REFUGE

[REFUGE-2018]

2056 x 2124 (1634 x 1634)

1200

x

x

[REFUGE-2018]

400 (+400)

400

DRHAGIS

[DRHAGIS-2017]

Varying

39

x

x

[DRHAGIS-2017]

19

20

Warning

REFUGE Dataset Support

The original directory Training400/AMD in REFUGE is considered to be replaced by an updated version provided by the AMD Grand-Challenge (with matching names).

The changes concerns images A0012.jpg, which was corrupted in REFUGE, and A0013.jpg, which only exists in the AMD Grand-Challenge version.

X-Ray

Table 2 Supported X-Ray Datasets

Dataset

Reference

H x W

Samples

Mask

Split Reference

Train

Test

Montgomery County

[MC-2014]

4020 x 4892, or 4892 x 4020

138

x

[GAAL-2020]

96 (+14)

28

JSRT

[JSRT-2000]

2048 x 2048

247

x

[GAAL-2020]

172 (+25)

50

Shenzhen

[SHENZHEN-2014]

Varying

662

x

[GAAL-2020]

396 (+56)

114