diff --git a/bob/ip/binseg/configs/datasets/dristhigs1_cup.py b/bob/ip/binseg/configs/datasets/dristhigs1_cup.py
index 6af20605018cd8cb19b484b6cd800b1aba6ebc63..50ed0f1f404a9a5f3d1b401a95e3bc5d8425e3f0 100644
--- a/bob/ip/binseg/configs/datasets/dristhigs1_cup.py
+++ b/bob/ip/binseg/configs/datasets/dristhigs1_cup.py
@@ -13,20 +13,18 @@ The dataset is divided into two: a training set and a testing set of images.
 Training images (50) are provided with groundtruths for OD and Cup segmentation
 and notching information.
 
-* Reference: [DRISHTIGS1-2014]_
+* Reference (includes split): [DRISHTIGS1-2014]_
 * Original resolution (height x width): varying (min: 1749 x 2045, max: 1845 x
   2468)
 * Configuration resolution: 1760 x 2048 (after center cropping)
 * Training samples: 50
-* Split reference: [DRISHTIGS1-2014]_
 """
 
 from bob.ip.binseg.data.transforms import CenterCrop
 from bob.ip.binseg.configs.datasets.utils import DATA_AUGMENTATION as _DA
 _transforms = [CenterCrop((1760, 2048))] + _DA
 
-from bob.db.drishtigs1 import Database as DRISHTI
-bobdb = DRISHTI(protocol="default_cup")
-
-from bob.ip.binseg.data.binsegdataset import BinSegDataset
-dataset = BinSegDataset(bobdb, split="train", transforms=_transforms)
+from bob.ip.binseg.data.utils import SampleList2TorchDataset
+from bob.ip.binseg.data.drishtigs1 import dataset as drishtigs1
+dataset = SampleList2TorchDataset(drishtigs1.subsets("optic-cup-all")["train"],
+        transforms=_transforms)
diff --git a/bob/ip/binseg/configs/datasets/dristhigs1_cup_test.py b/bob/ip/binseg/configs/datasets/dristhigs1_cup_test.py
index 9e34102911bdf7255feb5b7f93f2ae1d67f3c4a4..365a17235e073a8df80b7cf69226816276ffc2ea 100644
--- a/bob/ip/binseg/configs/datasets/dristhigs1_cup_test.py
+++ b/bob/ip/binseg/configs/datasets/dristhigs1_cup_test.py
@@ -13,19 +13,17 @@ The dataset is divided into two: a training set and a testing set of images.
 Training images (50) are provided with groundtruths for OD and Cup segmentation
 and notching information.
 
-* Reference: [DRISHTIGS1-2014]_
+* Reference (includes split): [DRISHTIGS1-2014]_
 * Original resolution (height x width): varying (min: 1749 x 2045, max: 1845 x
   2468)
 * Configuration resolution: 1760 x 2048 (after center cropping)
 * Test samples: 51
-* Split reference: [DRISHTIGS1-2014]_
 """
 
 from bob.ip.binseg.data.transforms import CenterCrop
 _transforms = [CenterCrop((1760, 2048))]
 
-from bob.db.drishtigs1 import Database as DRISHTI
-bobdb = DRISHTI(protocol="default_cup")
-
-from bob.ip.binseg.data.binsegdataset import BinSegDataset
-dataset = BinSegDataset(bobdb, split="test", transforms=_transforms)
+from bob.ip.binseg.data.utils import SampleList2TorchDataset
+from bob.ip.binseg.data.drishtigs1 import dataset as drishtigs1
+dataset = SampleList2TorchDataset(drishtigs1.subsets("optic-cup-all")["test"],
+        transforms=_transforms)
diff --git a/bob/ip/binseg/configs/datasets/dristhigs1_od.py b/bob/ip/binseg/configs/datasets/dristhigs1_od.py
index 0a218f84556e232c0e9a40a978dd0b994afdde63..b35d635d87b9a467f5730cfa16d9f334ca362b13 100644
--- a/bob/ip/binseg/configs/datasets/dristhigs1_od.py
+++ b/bob/ip/binseg/configs/datasets/dristhigs1_od.py
@@ -13,20 +13,18 @@ The dataset is divided into two: a training set and a testing set of images.
 Training images (50) are provided with groundtruths for OD and Cup segmentation
 and notching information.
 
-* Reference: [DRISHTIGS1-2014]_
+* Reference (includes split): [DRISHTIGS1-2014]_
 * Original resolution (height x width): varying (min: 1749 x 2045, max: 1845 x
   2468)
 * Configuration resolution: 1760 x 2048 (after center cropping)
 * Training samples: 50
-* Split reference: [DRISHTIGS1-2014]_
 """
 
 from bob.ip.binseg.data.transforms import CenterCrop
 from bob.ip.binseg.configs.datasets.utils import DATA_AUGMENTATION as _DA
 _transforms = [CenterCrop((1760, 2048))] + _DA
 
-from bob.db.drishtigs1 import Database as DRISHTI
-bobdb = DRISHTI(protocol="default_od")
-
-from bob.ip.binseg.data.binsegdataset import BinSegDataset
-dataset = BinSegDataset(bobdb, split="train", transforms=_transforms)
+from bob.ip.binseg.data.utils import SampleList2TorchDataset
+from bob.ip.binseg.data.drishtigs1 import dataset as drishtigs1
+dataset = SampleList2TorchDataset(drishtigs1.subsets("optic-disc-all")["train"],
+        transforms=_transforms)
diff --git a/bob/ip/binseg/configs/datasets/dristhigs1_od_test.py b/bob/ip/binseg/configs/datasets/dristhigs1_od_test.py
index 84ebd56c499db6d40571ca8a6ccd00de15ae99df..77fb604a0f15f4c659c6645195aa9c2a8fb22dfe 100644
--- a/bob/ip/binseg/configs/datasets/dristhigs1_od_test.py
+++ b/bob/ip/binseg/configs/datasets/dristhigs1_od_test.py
@@ -13,19 +13,17 @@ The dataset is divided into two: a training set and a testing set of images.
 Training images (50) are provided with groundtruths for OD and Cup segmentation
 and notching information.
 
-* Reference: [DRISHTIGS1-2014]_
+* Reference (includes split): [DRISHTIGS1-2014]_
 * Original resolution (height x width): varying (min: 1749 x 2045, max: 1845 x
   2468)
 * Configuration resolution: 1760 x 2048 (after center cropping)
 * Test samples: 51
-* Split reference: [DRISHTIGS1-2014]_
 """
 
 from bob.ip.binseg.data.transforms import CenterCrop
 _transforms = [CenterCrop((1760, 2048))]
 
-from bob.db.drishtigs1 import Database as DRISHTI
-bobdb = DRISHTI(protocol="default_od")
-
-from bob.ip.binseg.data.binsegdataset import BinSegDataset
-dataset = BinSegDataset(bobdb, split="test", transforms=_transforms)
+from bob.ip.binseg.data.utils import SampleList2TorchDataset
+from bob.ip.binseg.data.drishtigs1 import dataset as drishtigs1
+dataset = SampleList2TorchDataset(drishtigs1.subsets("optic-disc-all")["test"],
+        transforms=_transforms)
diff --git a/bob/ip/binseg/data/drishtigs1/__init__.py b/bob/ip/binseg/data/drishtigs1/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..d1d1fbbcf0f7dca150b83df329cb2648dae93d68
--- /dev/null
+++ b/bob/ip/binseg/data/drishtigs1/__init__.py
@@ -0,0 +1,59 @@
+#!/usr/bin/env python
+# coding=utf-8
+
+"""Drishti-GS1 for Optic Disc and Cup Segmentation
+
+Drishti-GS is a dataset meant for validation of segmenting OD, cup and
+detecting notching.  The images in the Drishti-GS dataset have been collected
+and annotated by Aravind Eye hospital, Madurai, India. This dataset is of a
+single population as all subjects whose eye images are part of this dataset are
+Indians.
+
+The dataset is divided into two: a training set and a testing set of images.
+Training images (50) are provided with groundtruths for OD and Cup segmentation
+and notching information.
+
+* Reference (including train/test split): [DRISHTIGS1-2014]_
+* Original resolution (height x width): varying (min: 1749 x 2045, max: 1845 x
+  2468)
+* Configuration resolution: 1760 x 2048 (after center cropping)
+* Protocols ``optic-disc`` and ``optic-cup``:
+  * Training: 50
+  * Test: 51
+"""
+
+import os
+import pkg_resources
+
+import bob.extension
+
+from ..jsondataset import JSONDataset
+from ..loader import load_pil_rgb, load_pil_1
+
+_protocols = {
+        "optic-disc-all": pkg_resources.resource_filename(__name__, "optic-disc.json"),
+        "optic-cup-all": pkg_resources.resource_filename(__name__, "optic-cup.json"),
+        "optic-disc-any": pkg_resources.resource_filename(__name__, "optic-disc.json"),
+        "optic-cup-any": pkg_resources.resource_filename(__name__, "optic-cup.json"),
+        }
+
+_root_path = bob.extension.rc.get('bob.ip.binseg.drishtigs1.datadir',
+        os.path.realpath(os.curdir))
+
+def _loader(context, sample):
+    retval = dict(
+            data=load_pil_rgb(sample["data"]),
+            label=load_pil_rgb(sample["label"]).convert("L"),
+            )
+    # Drishti-GS provides softmaps of multiple annotators
+    # we threshold to get gt where all/any of the annotators overlap
+    if context["protocol"].endswith("-all"):
+        retval["label"] = retval["label"].point(lambda p: p>254, mode="1")
+    elif context["protocol"].endswith("-any"):
+        retval["label"] = retval["label"].point(lambda p: p>0, mode="1")
+    else:
+        raise RuntimeError(f"Unknown protocol {context['protocol']}")
+    return retval
+
+dataset = JSONDataset(protocols=_protocols, root_path=_root_path, loader=_loader)
+"""Drishti-GS1 dataset object"""
diff --git a/bob/ip/binseg/data/drishtigs1/optic-cup.json b/bob/ip/binseg/data/drishtigs1/optic-cup.json
new file mode 100644
index 0000000000000000000000000000000000000000..e543e5b60b7a09b0da7f6136a1d452039c308550
--- /dev/null
+++ b/bob/ip/binseg/data/drishtigs1/optic-cup.json
@@ -0,0 +1,410 @@
+{
+ "train": [
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_002.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_002/SoftMap/drishtiGS_002_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_004.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_004/SoftMap/drishtiGS_004_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_008.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_008/SoftMap/drishtiGS_008_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_010.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_010/SoftMap/drishtiGS_010_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_012.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_012/SoftMap/drishtiGS_012_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_015.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_015/SoftMap/drishtiGS_015_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_016.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_016/SoftMap/drishtiGS_016_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_017.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_017/SoftMap/drishtiGS_017_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_018.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_018/SoftMap/drishtiGS_018_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_022.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_022/SoftMap/drishtiGS_022_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_024.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_024/SoftMap/drishtiGS_024_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_026.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_026/SoftMap/drishtiGS_026_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_031.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_031/SoftMap/drishtiGS_031_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_032.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_032/SoftMap/drishtiGS_032_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_033.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_033/SoftMap/drishtiGS_033_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_035.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_035/SoftMap/drishtiGS_035_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_036.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_036/SoftMap/drishtiGS_036_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_037.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_037/SoftMap/drishtiGS_037_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_038.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_038/SoftMap/drishtiGS_038_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_040.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_040/SoftMap/drishtiGS_040_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_041.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_041/SoftMap/drishtiGS_041_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_042.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_042/SoftMap/drishtiGS_042_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_044.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_044/SoftMap/drishtiGS_044_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_045.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_045/SoftMap/drishtiGS_045_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_046.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_046/SoftMap/drishtiGS_046_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_047.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_047/SoftMap/drishtiGS_047_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_049.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_049/SoftMap/drishtiGS_049_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_051.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_051/SoftMap/drishtiGS_051_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_057.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_057/SoftMap/drishtiGS_057_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_058.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_058/SoftMap/drishtiGS_058_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_060.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_060/SoftMap/drishtiGS_060_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_061.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_061/SoftMap/drishtiGS_061_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_062.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_062/SoftMap/drishtiGS_062_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_063.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_063/SoftMap/drishtiGS_063_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_064.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_064/SoftMap/drishtiGS_064_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_066.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_066/SoftMap/drishtiGS_066_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_068.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_068/SoftMap/drishtiGS_068_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_069.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_069/SoftMap/drishtiGS_069_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_075.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_075/SoftMap/drishtiGS_075_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_076.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_076/SoftMap/drishtiGS_076_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_080.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_080/SoftMap/drishtiGS_080_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_081.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_081/SoftMap/drishtiGS_081_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_084.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_084/SoftMap/drishtiGS_084_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_088.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_088/SoftMap/drishtiGS_088_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_089.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_089/SoftMap/drishtiGS_089_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_090.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_090/SoftMap/drishtiGS_090_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_092.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_092/SoftMap/drishtiGS_092_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_094.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_094/SoftMap/drishtiGS_094_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_098.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_098/SoftMap/drishtiGS_098_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Training/Images/drishtiGS_101.png",
+   "Drishti-GS1_files/Training/GT/drishtiGS_101/SoftMap/drishtiGS_101_cupsegSoftmap.png"
+  ]
+ ],
+ "test": [
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_001.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_001/SoftMap/drishtiGS_001_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_003.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_003/SoftMap/drishtiGS_003_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_005.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_005/SoftMap/drishtiGS_005_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_006.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_006/SoftMap/drishtiGS_006_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_007.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_007/SoftMap/drishtiGS_007_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_009.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_009/SoftMap/drishtiGS_009_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_011.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_011/SoftMap/drishtiGS_011_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_013.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_013/SoftMap/drishtiGS_013_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_014.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_014/SoftMap/drishtiGS_014_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_019.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_019/SoftMap/drishtiGS_019_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_020.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_020/SoftMap/drishtiGS_020_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_021.png",
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+  ],
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+  ],
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+  ],
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+  ],
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+  ],
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+  ],
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+  ],
+  [
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+  ],
+  [
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+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_053/SoftMap/drishtiGS_053_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_054/SoftMap/drishtiGS_054_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_055/SoftMap/drishtiGS_055_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_056/SoftMap/drishtiGS_056_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_059/SoftMap/drishtiGS_059_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_065/SoftMap/drishtiGS_065_cupsegSoftmap.png"
+  ],
+  [
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+  ],
+  [
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+  ],
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+  ],
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+  ],
+  [
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+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_074/SoftMap/drishtiGS_074_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_077/SoftMap/drishtiGS_077_cupsegSoftmap.png"
+  ],
+  [
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+  ],
+  [
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+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_082/SoftMap/drishtiGS_082_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_083/SoftMap/drishtiGS_083_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_085/SoftMap/drishtiGS_085_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_086.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_086/SoftMap/drishtiGS_086_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_087/SoftMap/drishtiGS_087_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_091.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_091/SoftMap/drishtiGS_091_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_093/SoftMap/drishtiGS_093_cupsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_095/SoftMap/drishtiGS_095_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_096.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_096/SoftMap/drishtiGS_096_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_097.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_097/SoftMap/drishtiGS_097_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_099.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_099/SoftMap/drishtiGS_099_cupsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_100.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_100/SoftMap/drishtiGS_100_cupsegSoftmap.png"
+  ]
+ ]
+}
\ No newline at end of file
diff --git a/bob/ip/binseg/data/drishtigs1/optic-disc.json b/bob/ip/binseg/data/drishtigs1/optic-disc.json
new file mode 100644
index 0000000000000000000000000000000000000000..250e839833d03fd54efd62fdda942677c0844081
--- /dev/null
+++ b/bob/ip/binseg/data/drishtigs1/optic-disc.json
@@ -0,0 +1,410 @@
+{
+ "train": [
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+   "Drishti-GS1_files/Training/GT/drishtiGS_002/SoftMap/drishtiGS_002_ODsegSoftmap.png"
+  ],
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+  ],
+  [
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+  ],
+  [
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+  ],
+  [
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+  ],
+  [
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+  ],
+  [
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+  ],
+  [
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+  ],
+  [
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+  ],
+  [
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+  ],
+  [
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+  ],
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+  ],
+  [
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+  ],
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+  ],
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+  ],
+  [
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+  ],
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+  ],
+  [
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+   "Drishti-GS1_files/Training/GT/drishtiGS_040/SoftMap/drishtiGS_040_ODsegSoftmap.png"
+  ],
+  [
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+  ],
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+  ],
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+  [
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+  ],
+  [
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+   "Drishti-GS1_files/Training/GT/drishtiGS_046/SoftMap/drishtiGS_046_ODsegSoftmap.png"
+  ],
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+  ],
+  [
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+   "Drishti-GS1_files/Training/GT/drishtiGS_049/SoftMap/drishtiGS_049_ODsegSoftmap.png"
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+  [
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+  ],
+  [
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+  ],
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+  ],
+  [
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+   "Drishti-GS1_files/Training/GT/drishtiGS_080/SoftMap/drishtiGS_080_ODsegSoftmap.png"
+  ],
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+  [
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+  ],
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+  ],
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+  ],
+  [
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+  ],
+  [
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+   "Drishti-GS1_files/Training/GT/drishtiGS_094/SoftMap/drishtiGS_094_ODsegSoftmap.png"
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+  ],
+  [
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+   "Drishti-GS1_files/Training/GT/drishtiGS_101/SoftMap/drishtiGS_101_ODsegSoftmap.png"
+  ]
+ ],
+ "test": [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_001/SoftMap/drishtiGS_001_ODsegSoftmap.png"
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+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_006/SoftMap/drishtiGS_006_ODsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_007/SoftMap/drishtiGS_007_ODsegSoftmap.png"
+  ],
+  [
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+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_011/SoftMap/drishtiGS_011_ODsegSoftmap.png"
+  ],
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+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_014/SoftMap/drishtiGS_014_ODsegSoftmap.png"
+  ],
+  [
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+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_019/SoftMap/drishtiGS_019_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_020.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_020/SoftMap/drishtiGS_020_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_021.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_021/SoftMap/drishtiGS_021_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_023.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_023/SoftMap/drishtiGS_023_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_025.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_025/SoftMap/drishtiGS_025_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_027.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_027/SoftMap/drishtiGS_027_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_028.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_028/SoftMap/drishtiGS_028_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_029.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_029/SoftMap/drishtiGS_029_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_030.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_030/SoftMap/drishtiGS_030_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_034.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_034/SoftMap/drishtiGS_034_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_039.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_039/SoftMap/drishtiGS_039_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_043.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_043/SoftMap/drishtiGS_043_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_048.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_048/SoftMap/drishtiGS_048_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_050.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_050/SoftMap/drishtiGS_050_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_052.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_052/SoftMap/drishtiGS_052_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_053.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_053/SoftMap/drishtiGS_053_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_054.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_054/SoftMap/drishtiGS_054_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_055.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_055/SoftMap/drishtiGS_055_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_056.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_056/SoftMap/drishtiGS_056_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_059.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_059/SoftMap/drishtiGS_059_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_065.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_065/SoftMap/drishtiGS_065_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_067.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_067/SoftMap/drishtiGS_067_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_070.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_070/SoftMap/drishtiGS_070_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_071.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_071/SoftMap/drishtiGS_071_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_072.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_072/SoftMap/drishtiGS_072_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_073.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_073/SoftMap/drishtiGS_073_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_074.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_074/SoftMap/drishtiGS_074_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_077.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_077/SoftMap/drishtiGS_077_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_078.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_078/SoftMap/drishtiGS_078_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_079.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_079/SoftMap/drishtiGS_079_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_082.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_082/SoftMap/drishtiGS_082_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_083.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_083/SoftMap/drishtiGS_083_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_085.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_085/SoftMap/drishtiGS_085_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_086.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_086/SoftMap/drishtiGS_086_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_087.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_087/SoftMap/drishtiGS_087_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_091.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_091/SoftMap/drishtiGS_091_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_093.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_093/SoftMap/drishtiGS_093_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_095.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_095/SoftMap/drishtiGS_095_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_096.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_096/SoftMap/drishtiGS_096_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_097.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_097/SoftMap/drishtiGS_097_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_099.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_099/SoftMap/drishtiGS_099_ODsegSoftmap.png"
+  ],
+  [
+   "Drishti-GS1_files/Test/Images/drishtiGS_100.png",
+   "Drishti-GS1_files/Test/Test_GT/drishtiGS_100/SoftMap/drishtiGS_100_ODsegSoftmap.png"
+  ]
+ ]
+}
\ No newline at end of file
diff --git a/bob/ip/binseg/data/drishtigs1/test.py b/bob/ip/binseg/data/drishtigs1/test.py
new file mode 100644
index 0000000000000000000000000000000000000000..4873a97e3c8000523a9190411970c69e75589146
--- /dev/null
+++ b/bob/ip/binseg/data/drishtigs1/test.py
@@ -0,0 +1,116 @@
+#!/usr/bin/env python
+# coding=utf-8
+
+
+"""Tests for Drishti-GS1"""
+
+import os
+
+import numpy
+import nose.tools
+from nose.plugins.attrib import attr
+
+from . import dataset
+from ...test.utils import rc_variable_set
+
+
+def test_protocol_consistency():
+
+    for protocol in ("optic-disc-all", "optic-cup-all", "optic-disc-any",
+            "optic-cup-any"):
+
+        subset = dataset.subsets(protocol)
+        nose.tools.eq_(len(subset), 2)
+
+        assert "train" in subset
+        nose.tools.eq_(len(subset["train"]), 50)
+        for s in subset["train"]:
+            assert s.key.startswith(os.path.join("Drishti-GS1_files",
+                "Training", "Images", "drishtiGS_"))
+
+        assert "test" in subset
+        nose.tools.eq_(len(subset["test"]), 51)
+        for s in subset["test"]:
+            assert s.key.startswith(os.path.join("Drishti-GS1_files",
+                "Test", "Images", "drishtiGS_"))
+
+
+@rc_variable_set("bob.ip.binseg.drishtigs1.datadir")
+@attr("slow")
+def test_loading():
+
+    from ..utils import count_bw
+
+    def _check_sample(s, bw_threshold_label):
+
+        data = s.data
+        assert isinstance(data, dict)
+        nose.tools.eq_(len(data), 2)
+
+        assert "data" in data
+        assert data["data"].size[0] > 2040, (
+                f"Width ({data['data'].size[0]}) for {s.key} is smaller "
+                f"than 2040 pixels"
+                )
+        assert data["data"].size[1] > 1740, (
+                f"Width ({data['data'].size[1]}) for {s.key} is smaller "
+                f"than 1740 pixels"
+                )
+        nose.tools.eq_(data["data"].mode, "RGB")
+
+        assert "label" in data
+        #nose.tools.eq_(data["label"].size, image_size)
+        nose.tools.eq_(data["data"].size, data["label"].size)
+        nose.tools.eq_(data["label"].mode, "1")
+        b, w = count_bw(data["label"])
+        assert (b + w) == numpy.prod(data["data"].size), (
+            f"Counts of black + white ({b}+{w}) do not add up to total "
+            f"image size ({numpy.prod(image_size)}) at '{s.key}':label"
+        )
+        assert (w / b) < bw_threshold_label, (
+            f"The proportion between black and white pixels "
+            f"({w}/{b}={w/b:.3f}) is larger than the allowed threshold "
+            f"of {bw_threshold_label} at '{s.key}':label - this could "
+            f"indicate a loading problem!"
+        )
+
+        # to visualize images, uncomment the folowing code
+        # it should display an image with a faded background representing the
+        # original data, blended with green labels.
+        #print(f"{s.key}: {data['data'].size}, w/b = {w/b:.3f}")
+        #from ..utils import overlayed_image
+        #display = overlayed_image(data["data"], data["label"])
+        #display.show()
+        #import ipdb; ipdb.set_trace()
+        #pass
+
+    subset = dataset.subsets("optic-cup-all")
+    limit = None
+    for s in subset["train"][:limit]:
+        _check_sample(s, 0.03)
+    for s in subset["test"][:limit]:
+        _check_sample(s, 0.04)
+
+    subset = dataset.subsets("optic-disc-all")
+    for s in subset["train"][:limit]:
+        _check_sample(s, 0.05)
+    for s in subset["test"][:limit]:
+        _check_sample(s, 0.06)
+
+    subset = dataset.subsets("optic-cup-any")
+    for s in subset["train"][:limit]:
+        _check_sample(s, 0.04)
+    for s in subset["test"][:limit]:
+        _check_sample(s, 0.05)
+
+    subset = dataset.subsets("optic-disc-any")
+    for s in subset["train"][:limit]:
+        _check_sample(s, 0.055)
+    for s in subset["test"][:limit]:
+        _check_sample(s, 0.06)
+
+
+@rc_variable_set("bob.ip.binseg.drishtigs1.datadir")
+@attr("slow")
+def test_check():
+    nose.tools.eq_(dataset.check(), 0)
diff --git a/bob/ip/binseg/test/test_config.py b/bob/ip/binseg/test/test_config.py
index 24f5f2c6f283e9b1a6f6062b9371b907a39b36a7..28983f08c2cb19b1050ce77f40eb94408457d6fc 100644
--- a/bob/ip/binseg/test/test_config.py
+++ b/bob/ip/binseg/test/test_config.py
@@ -217,3 +217,59 @@ def test_refuge_optic_cup_test():
         nose.tools.eq_(sample[1].dtype, torch.float32)
         nose.tools.eq_(sample[2].shape, (1, 1632, 1632)) #planes, height, width
         nose.tools.eq_(sample[2].dtype, torch.float32)
+
+
+@rc_variable_set("bob.ip.binseg.drishtigs1.datadir")
+def test_drishtigs1_optic_disc_all_train():
+
+    from ..configs.datasets.dristhigs1_od import dataset
+    nose.tools.eq_(len(dataset), 50)
+    for sample in dataset:
+        nose.tools.eq_(len(sample), 3)
+        assert isinstance(sample[0], str)
+        nose.tools.eq_(sample[1].shape, (3, 1760, 2048)) #planes, height, width
+        nose.tools.eq_(sample[1].dtype, torch.float32)
+        nose.tools.eq_(sample[2].shape, (1, 1760, 2048)) #planes, height, width
+        nose.tools.eq_(sample[2].dtype, torch.float32)
+
+
+@rc_variable_set("bob.ip.binseg.drishtigs1.datadir")
+def test_drishtigs1_optic_disc_all_test():
+
+    from ..configs.datasets.dristhigs1_od_test import dataset
+    nose.tools.eq_(len(dataset), 51)
+    for sample in dataset:
+        nose.tools.eq_(len(sample), 3)
+        assert isinstance(sample[0], str)
+        nose.tools.eq_(sample[1].shape, (3, 1760, 2048)) #planes, height, width
+        nose.tools.eq_(sample[1].dtype, torch.float32)
+        nose.tools.eq_(sample[2].shape, (1, 1760, 2048)) #planes, height, width
+        nose.tools.eq_(sample[2].dtype, torch.float32)
+
+
+@rc_variable_set("bob.ip.binseg.drishtigs1.datadir")
+def test_drishtigs1_optic_cup_all_train():
+
+    from ..configs.datasets.dristhigs1_cup import dataset
+    nose.tools.eq_(len(dataset), 50)
+    for sample in dataset:
+        nose.tools.eq_(len(sample), 3)
+        assert isinstance(sample[0], str)
+        nose.tools.eq_(sample[1].shape, (3, 1760, 2048)) #planes, height, width
+        nose.tools.eq_(sample[1].dtype, torch.float32)
+        nose.tools.eq_(sample[2].shape, (1, 1760, 2048)) #planes, height, width
+        nose.tools.eq_(sample[2].dtype, torch.float32)
+
+
+@rc_variable_set("bob.ip.binseg.drishtigs1.datadir")
+def test_drishtigs1_optic_cup_all_test():
+
+    from ..configs.datasets.dristhigs1_cup_test import dataset
+    nose.tools.eq_(len(dataset), 51)
+    for sample in dataset:
+        nose.tools.eq_(len(sample), 3)
+        assert isinstance(sample[0], str)
+        nose.tools.eq_(sample[1].shape, (3, 1760, 2048)) #planes, height, width
+        nose.tools.eq_(sample[1].dtype, torch.float32)
+        nose.tools.eq_(sample[2].shape, (1, 1760, 2048)) #planes, height, width
+        nose.tools.eq_(sample[2].dtype, torch.float32)
diff --git a/conda/meta.yaml b/conda/meta.yaml
index 4c9dbfa39356a3d9a6d10b29410493eddaeb03bc..f8e8db1c68f34b9a4ef37d13b51537b5944c9c75 100644
--- a/conda/meta.yaml
+++ b/conda/meta.yaml
@@ -61,7 +61,6 @@ test:
     - sphinxcontrib-programoutput
     - bob.db.drionsdb
     - bob.db.rimoner3
-    - bob.db.drishtigs1
 
 about:
   summary: Binary Segmentation Benchmark Package for Bob
diff --git a/doc/api.rst b/doc/api.rst
index 84b50c5b50080b2fc6624dd341241fda0430d952..fae023f1c8b70ca6b3118f18f9574671d2bddf2b 100644
--- a/doc/api.rst
+++ b/doc/api.rst
@@ -37,6 +37,7 @@ Datasets
    bob.ip.binseg.data.hrf
    bob.ip.binseg.data.iostar
    bob.ip.binseg.data.refuge
+   bob.ip.binseg.data.drishtigs1
 
 
 Engines