diff --git a/.gitignore b/.gitignore
index c2ad8d26ed5f48739875ede45d8330810c5e1dd0..777eb99ff50db820cb3e6f4b9d21a4093112cc15 100644
--- a/.gitignore
+++ b/.gitignore
@@ -29,3 +29,4 @@ output
 submitted.sql3
 logs/
 results/
+.coverage
diff --git a/bob/ip/binseg/configs/datasets/rimoner3_cup.py b/bob/ip/binseg/configs/datasets/rimoner3_cup.py
index e5bb214d03ad9fd5baa5c8b115f288ca678fb58e..e7dea012233fb1bc067d2466cc72f383688f2fe5 100644
--- a/bob/ip/binseg/configs/datasets/rimoner3_cup.py
+++ b/bob/ip/binseg/configs/datasets/rimoner3_cup.py
@@ -20,8 +20,7 @@ from bob.ip.binseg.data.transforms import Pad
 from bob.ip.binseg.configs.datasets.utils import DATA_AUGMENTATION as _DA
 _transforms = [Pad((8, 8, 8, 8))] + _DA
 
-from bob.db.rimoner3 import Database as RIMONER3
-bobdb = RIMONER3(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.rimoner3 import dataset as rimoner3
+dataset = SampleList2TorchDataset(rimoner3.subsets("optic-cup-exp1")["train"],
+        transforms=_transforms)
diff --git a/bob/ip/binseg/configs/datasets/rimoner3_cup_test.py b/bob/ip/binseg/configs/datasets/rimoner3_cup_test.py
index 6ed91adc8e7df3cd8f447bc450bcd73648e997f1..c7f17fca7e9e5c0cb9b66de86c1a50b14ba29746 100644
--- a/bob/ip/binseg/configs/datasets/rimoner3_cup_test.py
+++ b/bob/ip/binseg/configs/datasets/rimoner3_cup_test.py
@@ -19,8 +19,7 @@ baseline.
 from bob.ip.binseg.data.transforms import Pad
 _transforms = [Pad((8, 8, 8, 8))]
 
-from bob.db.rimoner3 import Database as RIMONER3
-bobdb = RIMONER3(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.rimoner3 import dataset as rimoner3
+dataset = SampleList2TorchDataset(rimoner3.subsets("optic-cup-exp1")["test"],
+        transforms=_transforms)
diff --git a/bob/ip/binseg/configs/datasets/rimoner3_od.py b/bob/ip/binseg/configs/datasets/rimoner3_od.py
index 3757e2f04bd3db850306a5e75851a9bd0e1d8d2c..b7da94d1e0bf9d09bf0f003067c862cef002d7a4 100644
--- a/bob/ip/binseg/configs/datasets/rimoner3_od.py
+++ b/bob/ip/binseg/configs/datasets/rimoner3_od.py
@@ -20,8 +20,7 @@ from bob.ip.binseg.data.transforms import Pad
 from bob.ip.binseg.configs.datasets.utils import DATA_AUGMENTATION as _DA
 _transforms = [Pad((8, 8, 8, 8))] + _DA
 
-from bob.db.rimoner3 import Database as RIMONER3
-bobdb = RIMONER3(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.rimoner3 import dataset as rimoner3
+dataset = SampleList2TorchDataset(rimoner3.subsets("optic-disc-exp1")["train"],
+        transforms=_transforms)
diff --git a/bob/ip/binseg/configs/datasets/rimoner3_od_test.py b/bob/ip/binseg/configs/datasets/rimoner3_od_test.py
index 9fdb9a1b2c518fdd0d7475a85a48a5f117164abb..4012858ffc5bd07c1506a82f42d8f35aac408dc0 100644
--- a/bob/ip/binseg/configs/datasets/rimoner3_od_test.py
+++ b/bob/ip/binseg/configs/datasets/rimoner3_od_test.py
@@ -19,8 +19,7 @@ baseline.
 from bob.ip.binseg.data.transforms import Pad
 _transforms = [Pad((8, 8, 8, 8))]
 
-from bob.db.rimoner3 import Database as RIMONER3
-bobdb = RIMONER3(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.rimoner3 import dataset as rimoner3
+dataset = SampleList2TorchDataset(rimoner3.subsets("optic-disc-exp1")["test"],
+        transforms=_transforms)
diff --git a/bob/ip/binseg/data/rimoner3/__init__.py b/bob/ip/binseg/data/rimoner3/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..d251bc4f0d27a66eebfc452017fbac3da79865aa
--- /dev/null
+++ b/bob/ip/binseg/data/rimoner3/__init__.py
@@ -0,0 +1,52 @@
+#!/usr/bin/env python
+# coding=utf-8
+
+"""RIM-ONE r3 (training set) for Cup Segmentation
+
+The dataset contains 159 stereo eye fundus images with a resolution of 2144 x
+1424. The right part of the stereo image is disregarded. Two sets of
+ground-truths for optic disc and optic cup are available. The first set is
+commonly used for training and testing. The second set acts as a “human”
+baseline.  A third set, composed of annotation averages may also be used for
+training and evaluation purposes.
+
+* Reference: [RIMONER3-2015]_
+* Original resolution (height x width): 1424 x 1072
+* Split reference: [MANINIS-2016]_
+* Protocols ``optic-disc-exp1``, ``optic-cup-exp1``, ``optic-disc-exp2``,
+  ``optic-cup-exp2``, ``optic-disc-avg`` and ``optic-cup-avg``:
+
+  * Training: 99
+  * Test: 60
+"""
+
+import os
+import pkg_resources
+
+import bob.extension
+
+from ..jsondataset import JSONDataset
+from ..loader import load_pil_rgb, load_pil_1
+
+_protocols = [
+        pkg_resources.resource_filename(__name__, "optic-disc-exp1.json"),
+        pkg_resources.resource_filename(__name__, "optic-cup-exp1.json"),
+        pkg_resources.resource_filename(__name__, "optic-disc-exp2.json"),
+        pkg_resources.resource_filename(__name__, "optic-cup-exp2.json"),
+        pkg_resources.resource_filename(__name__, "optic-disc-avg.json"),
+        pkg_resources.resource_filename(__name__, "optic-cup-avg.json"),
+        ]
+
+_root_path = bob.extension.rc.get('bob.ip.binseg.rimoner3.datadir',
+        os.path.realpath(os.curdir))
+
+def _loader(context, sample):
+    # RIM-ONE r3 provides stereo images - we clip them here to get only the
+    # left part of the image, which is also annotated
+    return dict(
+            data=load_pil_rgb(sample["data"]).crop((0, 0, 1072, 1424)),
+            label=load_pil_1(sample["label"]).crop((0, 0, 1072, 1424)),
+            )
+
+dataset = JSONDataset(protocols=_protocols, root_path=_root_path, loader=_loader)
+"""RIM-ONE r3 dataset object"""
diff --git a/bob/ip/binseg/data/rimoner3/optic-cup-avg.json b/bob/ip/binseg/data/rimoner3/optic-cup-avg.json
new file mode 100644
index 0000000000000000000000000000000000000000..d464222e32e8f1da24898a0c8a7308564c9d0a7f
--- /dev/null
+++ b/bob/ip/binseg/data/rimoner3/optic-cup-avg.json
@@ -0,0 +1,642 @@
+{
+ "train": [
+  [
+   "Healthy/Stereo Images/N-10-R.jpg",
+   "Healthy/Average_masks/N-10-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-11-L.jpg",
+   "Healthy/Average_masks/N-11-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-12-R.jpg",
+   "Healthy/Average_masks/N-12-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-13-L.jpg",
+   "Healthy/Average_masks/N-13-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-14-R.jpg",
+   "Healthy/Average_masks/N-14-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-16-R.jpg",
+   "Healthy/Average_masks/N-16-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-24-R.jpg",
+   "Healthy/Average_masks/N-24-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-25-L.jpg",
+   "Healthy/Average_masks/N-25-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-26-R.jpg",
+   "Healthy/Average_masks/N-26-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-27-L.jpg",
+   "Healthy/Average_masks/N-27-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-52-R.jpg",
+   "Healthy/Average_masks/N-52-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-53-L.jpg",
+   "Healthy/Average_masks/N-53-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-54-R.jpg",
+   "Healthy/Average_masks/N-54-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-55-L.jpg",
+   "Healthy/Average_masks/N-55-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-56-R.jpg",
+   "Healthy/Average_masks/N-56-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-58-R.jpg",
+   "Healthy/Average_masks/N-58-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-59-L.jpg",
+   "Healthy/Average_masks/N-59-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-5-L.jpg",
+   "Healthy/Average_masks/N-5-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-61-L.jpg",
+   "Healthy/Average_masks/N-61-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-62-R.jpg",
+   "Healthy/Average_masks/N-62-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-63-L.jpg",
+   "Healthy/Average_masks/N-63-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-64-R.jpg",
+   "Healthy/Average_masks/N-64-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-65-L.jpg",
+   "Healthy/Average_masks/N-65-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-66-R.jpg",
+   "Healthy/Average_masks/N-66-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-67-L.jpg",
+   "Healthy/Average_masks/N-67-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-68-R.jpg",
+   "Healthy/Average_masks/N-68-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-69-L.jpg",
+   "Healthy/Average_masks/N-69-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-6-R.jpg",
+   "Healthy/Average_masks/N-6-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-70-R.jpg",
+   "Healthy/Average_masks/N-70-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-71-L.jpg",
+   "Healthy/Average_masks/N-71-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-72-R.jpg",
+   "Healthy/Average_masks/N-72-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-73-R.jpg",
+   "Healthy/Average_masks/N-73-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-74-L.jpg",
+   "Healthy/Average_masks/N-74-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-75-R.jpg",
+   "Healthy/Average_masks/N-75-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-76-R.jpg",
+   "Healthy/Average_masks/N-76-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-79-L.jpg",
+   "Healthy/Average_masks/N-79-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-7-L.jpg",
+   "Healthy/Average_masks/N-7-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-80-R.jpg",
+   "Healthy/Average_masks/N-80-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-81-L.jpg",
+   "Healthy/Average_masks/N-81-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-82-R.jpg",
+   "Healthy/Average_masks/N-82-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-83-L.jpg",
+   "Healthy/Average_masks/N-83-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-84-R.jpg",
+   "Healthy/Average_masks/N-84-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-85-L.jpg",
+   "Healthy/Average_masks/N-85-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-86-R.jpg",
+   "Healthy/Average_masks/N-86-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-87-L.jpg",
+   "Healthy/Average_masks/N-87-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-88-R.jpg",
+   "Healthy/Average_masks/N-88-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-8-L.jpg",
+   "Healthy/Average_masks/N-8-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-90-R.jpg",
+   "Healthy/Average_masks/N-90-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-91-L.jpg",
+   "Healthy/Average_masks/N-91-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-92-R.jpg",
+   "Healthy/Average_masks/N-92-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-9-L.jpg",
+   "Healthy/Average_masks/N-9-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-10-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-10-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-11-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-11-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-12-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-12-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-13-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-13-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-14-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-14-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-15-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-15-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-16-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-16-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-17-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-17-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-18-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-18-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-19-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-19-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-1-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-1-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-20-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-20-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-21-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-21-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-32-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-32-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-33-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-33-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-34-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-34-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-35-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-35-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-36-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-36-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-37-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-37-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-38-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-38-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-39-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-39-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-3-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-3-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-4-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-4-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-5-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-5-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-6-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-6-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-7-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-7-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-8-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-8-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-9-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-9-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-10-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-10-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-11-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-11-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-12-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-12-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-13-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-13-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-14-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-14-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-15-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-15-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-16-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-16-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-17-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-17-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-18-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-18-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-19-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-19-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-1-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-1-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-20-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-20-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-21-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-21-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-22-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-22-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-23-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-23-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-24-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-24-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-25-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-25-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-26-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-26-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-27-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-27-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-28-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-28-R-Cup-Avg.png"
+  ]
+ ],
+ "test": [
+  [
+   "Glaucoma and suspects/Stereo Images/G-22-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-22-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-23-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-23-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-24-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-24-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-25-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-25-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-26-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-26-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-27-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-27-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-28-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-28-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-29-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-29-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-2-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-2-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-30-L.jpg",
+   "Glaucoma and suspects/Average_masks/G-30-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-31-R.jpg",
+   "Glaucoma and suspects/Average_masks/G-31-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-17-L.jpg",
+   "Healthy/Average_masks/N-17-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-18-R.jpg",
+   "Healthy/Average_masks/N-18-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-1-L.jpg",
+   "Healthy/Average_masks/N-1-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-20-R.jpg",
+   "Healthy/Average_masks/N-20-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-21-L.jpg",
+   "Healthy/Average_masks/N-21-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-22-R.jpg",
+   "Healthy/Average_masks/N-22-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-23-L.jpg",
+   "Healthy/Average_masks/N-23-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-28-R.jpg",
+   "Healthy/Average_masks/N-28-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-29-L.jpg",
+   "Healthy/Average_masks/N-29-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-2-R.jpg",
+   "Healthy/Average_masks/N-2-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-30-R.jpg",
+   "Healthy/Average_masks/N-30-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-31-L.jpg",
+   "Healthy/Average_masks/N-31-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-32-R.jpg",
+   "Healthy/Average_masks/N-32-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-33-L.jpg",
+   "Healthy/Average_masks/N-33-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-34-R.jpg",
+   "Healthy/Average_masks/N-34-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-35-L.jpg",
+   "Healthy/Average_masks/N-35-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-36-R.jpg",
+   "Healthy/Average_masks/N-36-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-37-L.jpg",
+   "Healthy/Average_masks/N-37-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-38-R.jpg",
+   "Healthy/Average_masks/N-38-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-39-L.jpg",
+   "Healthy/Average_masks/N-39-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-3-L.jpg",
+   "Healthy/Average_masks/N-3-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-40-R.jpg",
+   "Healthy/Average_masks/N-40-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-41-L.jpg",
+   "Healthy/Average_masks/N-41-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-42-R.jpg",
+   "Healthy/Average_masks/N-42-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-43-L.jpg",
+   "Healthy/Average_masks/N-43-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-44-R.jpg",
+   "Healthy/Average_masks/N-44-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-46-R.jpg",
+   "Healthy/Average_masks/N-46-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-47-L.jpg",
+   "Healthy/Average_masks/N-47-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-48-R.jpg",
+   "Healthy/Average_masks/N-48-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-49-L.jpg",
+   "Healthy/Average_masks/N-49-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-4-R.jpg",
+   "Healthy/Average_masks/N-4-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-50-R.jpg",
+   "Healthy/Average_masks/N-50-R-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-51-L.jpg",
+   "Healthy/Average_masks/N-51-L-Cup-Avg.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-78-R.jpg",
+   "Healthy/Average_masks/N-78-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-29-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-29-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-2-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-2-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-30-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-30-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-31-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-31-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-32-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-32-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-33-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-33-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-34-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-34-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-35-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-35-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-3-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-3-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-4-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-4-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-5-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-5-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-6-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-6-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-7-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-7-L-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-8-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-8-R-Cup-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-9-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-9-L-Cup-Avg.png"
+  ]
+ ]
+}
diff --git a/bob/ip/binseg/data/rimoner3/optic-cup-exp1.json b/bob/ip/binseg/data/rimoner3/optic-cup-exp1.json
new file mode 100644
index 0000000000000000000000000000000000000000..39b14f46763852e652ab5345969a45919fd06f84
--- /dev/null
+++ b/bob/ip/binseg/data/rimoner3/optic-cup-exp1.json
@@ -0,0 +1,642 @@
+{
+ "train": [
+  [
+   "Healthy/Stereo Images/N-10-R.jpg",
+   "Healthy/Expert1_masks/N-10-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-11-L.jpg",
+   "Healthy/Expert1_masks/N-11-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-12-R.jpg",
+   "Healthy/Expert1_masks/N-12-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-13-L.jpg",
+   "Healthy/Expert1_masks/N-13-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-14-R.jpg",
+   "Healthy/Expert1_masks/N-14-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-16-R.jpg",
+   "Healthy/Expert1_masks/N-16-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-24-R.jpg",
+   "Healthy/Expert1_masks/N-24-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-25-L.jpg",
+   "Healthy/Expert1_masks/N-25-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-26-R.jpg",
+   "Healthy/Expert1_masks/N-26-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-27-L.jpg",
+   "Healthy/Expert1_masks/N-27-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-52-R.jpg",
+   "Healthy/Expert1_masks/N-52-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-53-L.jpg",
+   "Healthy/Expert1_masks/N-53-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-54-R.jpg",
+   "Healthy/Expert1_masks/N-54-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-55-L.jpg",
+   "Healthy/Expert1_masks/N-55-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-56-R.jpg",
+   "Healthy/Expert1_masks/N-56-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-58-R.jpg",
+   "Healthy/Expert1_masks/N-58-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-59-L.jpg",
+   "Healthy/Expert1_masks/N-59-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-5-L.jpg",
+   "Healthy/Expert1_masks/N-5-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-61-L.jpg",
+   "Healthy/Expert1_masks/N-61-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-62-R.jpg",
+   "Healthy/Expert1_masks/N-62-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-63-L.jpg",
+   "Healthy/Expert1_masks/N-63-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-64-R.jpg",
+   "Healthy/Expert1_masks/N-64-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-65-L.jpg",
+   "Healthy/Expert1_masks/N-65-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-66-R.jpg",
+   "Healthy/Expert1_masks/N-66-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-67-L.jpg",
+   "Healthy/Expert1_masks/N-67-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-68-R.jpg",
+   "Healthy/Expert1_masks/N-68-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-69-L.jpg",
+   "Healthy/Expert1_masks/N-69-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-6-R.jpg",
+   "Healthy/Expert1_masks/N-6-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-70-R.jpg",
+   "Healthy/Expert1_masks/N-70-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-71-L.jpg",
+   "Healthy/Expert1_masks/N-71-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-72-R.jpg",
+   "Healthy/Expert1_masks/N-72-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-73-R.jpg",
+   "Healthy/Expert1_masks/N-73-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-74-L.jpg",
+   "Healthy/Expert1_masks/N-74-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-75-R.jpg",
+   "Healthy/Expert1_masks/N-75-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-76-R.jpg",
+   "Healthy/Expert1_masks/N-76-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-79-L.jpg",
+   "Healthy/Expert1_masks/N-79-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-7-L.jpg",
+   "Healthy/Expert1_masks/N-7-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-80-R.jpg",
+   "Healthy/Expert1_masks/N-80-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-81-L.jpg",
+   "Healthy/Expert1_masks/N-81-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-82-R.jpg",
+   "Healthy/Expert1_masks/N-82-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-83-L.jpg",
+   "Healthy/Expert1_masks/N-83-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-84-R.jpg",
+   "Healthy/Expert1_masks/N-84-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-85-L.jpg",
+   "Healthy/Expert1_masks/N-85-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-86-R.jpg",
+   "Healthy/Expert1_masks/N-86-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-87-L.jpg",
+   "Healthy/Expert1_masks/N-87-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-88-R.jpg",
+   "Healthy/Expert1_masks/N-88-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-8-L.jpg",
+   "Healthy/Expert1_masks/N-8-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-90-R.jpg",
+   "Healthy/Expert1_masks/N-90-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-91-L.jpg",
+   "Healthy/Expert1_masks/N-91-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-92-R.jpg",
+   "Healthy/Expert1_masks/N-92-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-9-L.jpg",
+   "Healthy/Expert1_masks/N-9-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-10-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-10-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-11-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-11-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-12-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-12-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-13-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-13-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-14-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-14-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-15-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-15-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-16-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-16-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-17-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-17-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-18-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-18-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-19-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-19-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-1-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-1-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-20-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-20-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-21-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-21-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-32-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-32-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-33-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-33-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-34-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-34-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-35-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-35-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-36-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-36-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-37-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-37-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-38-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-38-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-39-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-39-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-3-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-3-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-4-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-4-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-5-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-5-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-6-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-6-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-7-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-7-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-8-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-8-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-9-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-9-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-10-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-10-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-11-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-11-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-12-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-12-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-13-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-13-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-14-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-14-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-15-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-15-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-16-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-16-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-17-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-17-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-18-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-18-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-19-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-19-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-1-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-1-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-20-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-20-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-21-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-21-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-22-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-22-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-23-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-23-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-24-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-24-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-25-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-25-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-26-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-26-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-27-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-27-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-28-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-28-R-1-Cup-exp1.png"
+  ]
+ ],
+ "test": [
+  [
+   "Glaucoma and suspects/Stereo Images/G-22-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-22-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-23-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-23-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-24-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-24-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-25-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-25-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-26-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-26-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-27-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-27-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-28-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-28-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-29-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-29-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-2-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-2-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-30-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-30-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-31-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-31-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-17-L.jpg",
+   "Healthy/Expert1_masks/N-17-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-18-R.jpg",
+   "Healthy/Expert1_masks/N-18-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-1-L.jpg",
+   "Healthy/Expert1_masks/N-1-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-20-R.jpg",
+   "Healthy/Expert1_masks/N-20-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-21-L.jpg",
+   "Healthy/Expert1_masks/N-21-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-22-R.jpg",
+   "Healthy/Expert1_masks/N-22-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-23-L.jpg",
+   "Healthy/Expert1_masks/N-23-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-28-R.jpg",
+   "Healthy/Expert1_masks/N-28-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-29-L.jpg",
+   "Healthy/Expert1_masks/N-29-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-2-R.jpg",
+   "Healthy/Expert1_masks/N-2-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-30-R.jpg",
+   "Healthy/Expert1_masks/N-30-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-31-L.jpg",
+   "Healthy/Expert1_masks/N-31-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-32-R.jpg",
+   "Healthy/Expert1_masks/N-32-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-33-L.jpg",
+   "Healthy/Expert1_masks/N-33-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-34-R.jpg",
+   "Healthy/Expert1_masks/N-34-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-35-L.jpg",
+   "Healthy/Expert1_masks/N-35-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-36-R.jpg",
+   "Healthy/Expert1_masks/N-36-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-37-L.jpg",
+   "Healthy/Expert1_masks/N-37-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-38-R.jpg",
+   "Healthy/Expert1_masks/N-38-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-39-L.jpg",
+   "Healthy/Expert1_masks/N-39-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-3-L.jpg",
+   "Healthy/Expert1_masks/N-3-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-40-R.jpg",
+   "Healthy/Expert1_masks/N-40-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-41-L.jpg",
+   "Healthy/Expert1_masks/N-41-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-42-R.jpg",
+   "Healthy/Expert1_masks/N-42-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-43-L.jpg",
+   "Healthy/Expert1_masks/N-43-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-44-R.jpg",
+   "Healthy/Expert1_masks/N-44-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-46-R.jpg",
+   "Healthy/Expert1_masks/N-46-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-47-L.jpg",
+   "Healthy/Expert1_masks/N-47-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-48-R.jpg",
+   "Healthy/Expert1_masks/N-48-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-49-L.jpg",
+   "Healthy/Expert1_masks/N-49-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-4-R.jpg",
+   "Healthy/Expert1_masks/N-4-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-50-R.jpg",
+   "Healthy/Expert1_masks/N-50-R-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-51-L.jpg",
+   "Healthy/Expert1_masks/N-51-L-1-Cup-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-78-R.jpg",
+   "Healthy/Expert1_masks/N-78-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-29-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-29-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-2-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-2-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-30-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-30-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-31-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-31-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-32-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-32-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-33-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-33-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-34-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-34-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-35-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-35-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-3-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-3-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-4-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-4-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-5-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-5-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-6-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-6-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-7-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-7-L-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-8-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-8-R-1-Cup-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-9-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-9-L-1-Cup-exp1.png"
+  ]
+ ]
+}
\ No newline at end of file
diff --git a/bob/ip/binseg/data/rimoner3/optic-cup-exp2.json b/bob/ip/binseg/data/rimoner3/optic-cup-exp2.json
new file mode 100644
index 0000000000000000000000000000000000000000..32b9850155d9a3d895d2f41214dff0402b8d542c
--- /dev/null
+++ b/bob/ip/binseg/data/rimoner3/optic-cup-exp2.json
@@ -0,0 +1,642 @@
+{
+ "train": [
+  [
+   "Healthy/Stereo Images/N-10-R.jpg",
+   "Healthy/Expert2_masks/N-10-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-11-L.jpg",
+   "Healthy/Expert2_masks/N-11-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-12-R.jpg",
+   "Healthy/Expert2_masks/N-12-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-13-L.jpg",
+   "Healthy/Expert2_masks/N-13-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-14-R.jpg",
+   "Healthy/Expert2_masks/N-14-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-16-R.jpg",
+   "Healthy/Expert2_masks/N-16-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-24-R.jpg",
+   "Healthy/Expert2_masks/N-24-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-25-L.jpg",
+   "Healthy/Expert2_masks/N-25-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-26-R.jpg",
+   "Healthy/Expert2_masks/N-26-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-27-L.jpg",
+   "Healthy/Expert2_masks/N-27-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-52-R.jpg",
+   "Healthy/Expert2_masks/N-52-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-53-L.jpg",
+   "Healthy/Expert2_masks/N-53-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-54-R.jpg",
+   "Healthy/Expert2_masks/N-54-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-55-L.jpg",
+   "Healthy/Expert2_masks/N-55-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-56-R.jpg",
+   "Healthy/Expert2_masks/N-56-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-58-R.jpg",
+   "Healthy/Expert2_masks/N-58-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-59-L.jpg",
+   "Healthy/Expert2_masks/N-59-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-5-L.jpg",
+   "Healthy/Expert2_masks/N-5-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-61-L.jpg",
+   "Healthy/Expert2_masks/N-61-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-62-R.jpg",
+   "Healthy/Expert2_masks/N-62-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-63-L.jpg",
+   "Healthy/Expert2_masks/N-63-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-64-R.jpg",
+   "Healthy/Expert2_masks/N-64-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-65-L.jpg",
+   "Healthy/Expert2_masks/N-65-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-66-R.jpg",
+   "Healthy/Expert2_masks/N-66-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-67-L.jpg",
+   "Healthy/Expert2_masks/N-67-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-68-R.jpg",
+   "Healthy/Expert2_masks/N-68-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-69-L.jpg",
+   "Healthy/Expert2_masks/N-69-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-6-R.jpg",
+   "Healthy/Expert2_masks/N-6-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-70-R.jpg",
+   "Healthy/Expert2_masks/N-70-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-71-L.jpg",
+   "Healthy/Expert2_masks/N-71-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-72-R.jpg",
+   "Healthy/Expert2_masks/N-72-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-73-R.jpg",
+   "Healthy/Expert2_masks/N-73-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-74-L.jpg",
+   "Healthy/Expert2_masks/N-74-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-75-R.jpg",
+   "Healthy/Expert2_masks/N-75-R-1-Cup-exp2.png"
+  ],
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+  ],
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+   "Glaucoma and suspects/Expert2_masks/G-39-L-1-Cup-exp2.png"
+  ],
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+  ],
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+  ],
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+  ],
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+  ],
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+   "Glaucoma and suspects/Expert2_masks/G-8-R-1-Cup-exp2.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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+   "Glaucoma and suspects/Expert2_masks/S-28-R-1-Cup-exp2.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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+   "Healthy/Expert2_masks/N-21-L-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-22-R-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-23-L-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-28-R-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-29-L-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-2-R-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-30-R-1-Cup-exp2.png"
+  ],
+  [
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+   "Healthy/Expert2_masks/N-31-L-1-Cup-exp2.png"
+  ],
+  [
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+   "Healthy/Expert2_masks/N-32-R-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-33-L-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-34-R-1-Cup-exp2.png"
+  ],
+  [
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+   "Healthy/Expert2_masks/N-35-L-1-Cup-exp2.png"
+  ],
+  [
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+   "Healthy/Expert2_masks/N-36-R-1-Cup-exp2.png"
+  ],
+  [
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+   "Healthy/Expert2_masks/N-37-L-1-Cup-exp2.png"
+  ],
+  [
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+   "Healthy/Expert2_masks/N-38-R-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-39-L-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-3-L-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-40-R-1-Cup-exp2.png"
+  ],
+  [
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+   "Healthy/Expert2_masks/N-41-L-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-42-R-1-Cup-exp2.png"
+  ],
+  [
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+   "Healthy/Expert2_masks/N-43-L-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-44-R-1-Cup-exp2.png"
+  ],
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+   "Healthy/Expert2_masks/N-46-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-47-L.jpg",
+   "Healthy/Expert2_masks/N-47-L-1-Cup-exp2.png"
+  ],
+  [
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+   "Healthy/Expert2_masks/N-48-R-1-Cup-exp2.png"
+  ],
+  [
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+   "Healthy/Expert2_masks/N-49-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-4-R.jpg",
+   "Healthy/Expert2_masks/N-4-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-50-R.jpg",
+   "Healthy/Expert2_masks/N-50-R-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-51-L.jpg",
+   "Healthy/Expert2_masks/N-51-L-1-Cup-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-78-R.jpg",
+   "Healthy/Expert2_masks/N-78-R-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-29-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-29-R-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-2-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-2-L-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-30-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-30-L-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-31-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-31-L-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-32-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-32-L-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-33-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-33-R-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-34-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-34-L-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-35-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-35-R-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-3-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-3-R-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-4-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-4-L-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-5-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-5-L-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-6-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-6-R-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-7-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-7-L-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-8-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-8-R-1-Cup-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-9-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-9-L-1-Cup-exp2.png"
+  ]
+ ]
+}
diff --git a/bob/ip/binseg/data/rimoner3/optic-disc-avg.json b/bob/ip/binseg/data/rimoner3/optic-disc-avg.json
new file mode 100644
index 0000000000000000000000000000000000000000..987d06c04a3b47148734af7003fdfa86101a34ad
--- /dev/null
+++ b/bob/ip/binseg/data/rimoner3/optic-disc-avg.json
@@ -0,0 +1,642 @@
+{
+ "train": [
+  [
+   "Healthy/Stereo Images/N-10-R.jpg",
+   "Healthy/Average_masks/N-10-R-Disc-Avg.png"
+  ],
+  [
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+  ],
+  [
+   "Healthy/Stereo Images/N-78-R.jpg",
+   "Healthy/Average_masks/N-78-R-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-29-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-29-R-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-2-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-2-L-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-30-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-30-L-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-31-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-31-L-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-32-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-32-L-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-33-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-33-R-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-34-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-34-L-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-35-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-35-R-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-3-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-3-R-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-4-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-4-L-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-5-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-5-L-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-6-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-6-R-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-7-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-7-L-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-8-R.jpg",
+   "Glaucoma and suspects/Average_masks/S-8-R-Disc-Avg.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-9-L.jpg",
+   "Glaucoma and suspects/Average_masks/S-9-L-Disc-Avg.png"
+  ]
+ ]
+}
diff --git a/bob/ip/binseg/data/rimoner3/optic-disc-exp1.json b/bob/ip/binseg/data/rimoner3/optic-disc-exp1.json
new file mode 100644
index 0000000000000000000000000000000000000000..c5a8654ca0f28ae34fe615e98925641c868afe1c
--- /dev/null
+++ b/bob/ip/binseg/data/rimoner3/optic-disc-exp1.json
@@ -0,0 +1,642 @@
+{
+ "train": [
+  [
+   "Healthy/Stereo Images/N-10-R.jpg",
+   "Healthy/Expert1_masks/N-10-R-1-Disc-exp1.png"
+  ],
+  [
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+   "Healthy/Expert1_masks/N-11-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-12-R.jpg",
+   "Healthy/Expert1_masks/N-12-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-13-L.jpg",
+   "Healthy/Expert1_masks/N-13-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-14-R.jpg",
+   "Healthy/Expert1_masks/N-14-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-16-R.jpg",
+   "Healthy/Expert1_masks/N-16-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-24-R.jpg",
+   "Healthy/Expert1_masks/N-24-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-25-L.jpg",
+   "Healthy/Expert1_masks/N-25-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-26-R.jpg",
+   "Healthy/Expert1_masks/N-26-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-27-L.jpg",
+   "Healthy/Expert1_masks/N-27-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-52-R.jpg",
+   "Healthy/Expert1_masks/N-52-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-53-L.jpg",
+   "Healthy/Expert1_masks/N-53-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-54-R.jpg",
+   "Healthy/Expert1_masks/N-54-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-55-L.jpg",
+   "Healthy/Expert1_masks/N-55-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-56-R.jpg",
+   "Healthy/Expert1_masks/N-56-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-58-R.jpg",
+   "Healthy/Expert1_masks/N-58-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-59-L.jpg",
+   "Healthy/Expert1_masks/N-59-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-5-L.jpg",
+   "Healthy/Expert1_masks/N-5-L-1-Disc-exp1.png"
+  ],
+  [
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+   "Healthy/Expert1_masks/N-61-L-1-Disc-exp1.png"
+  ],
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+   "Healthy/Stereo Images/N-62-R.jpg",
+   "Healthy/Expert1_masks/N-62-R-1-Disc-exp1.png"
+  ],
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+   "Healthy/Expert1_masks/N-63-L-1-Disc-exp1.png"
+  ],
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+   "Healthy/Expert1_masks/N-64-R-1-Disc-exp1.png"
+  ],
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+   "Healthy/Expert1_masks/N-65-L-1-Disc-exp1.png"
+  ],
+  [
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+   "Healthy/Expert1_masks/N-66-R-1-Disc-exp1.png"
+  ],
+  [
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+   "Healthy/Expert1_masks/N-67-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-68-R.jpg",
+   "Healthy/Expert1_masks/N-68-R-1-Disc-exp1.png"
+  ],
+  [
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+   "Healthy/Expert1_masks/N-69-L-1-Disc-exp1.png"
+  ],
+  [
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+   "Healthy/Expert1_masks/N-6-R-1-Disc-exp1.png"
+  ],
+  [
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+   "Healthy/Expert1_masks/N-70-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-71-L.jpg",
+   "Healthy/Expert1_masks/N-71-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-72-R.jpg",
+   "Healthy/Expert1_masks/N-72-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-73-R.jpg",
+   "Healthy/Expert1_masks/N-73-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-74-L.jpg",
+   "Healthy/Expert1_masks/N-74-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-75-R.jpg",
+   "Healthy/Expert1_masks/N-75-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-76-R.jpg",
+   "Healthy/Expert1_masks/N-76-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-79-L.jpg",
+   "Healthy/Expert1_masks/N-79-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-7-L.jpg",
+   "Healthy/Expert1_masks/N-7-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-80-R.jpg",
+   "Healthy/Expert1_masks/N-80-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-81-L.jpg",
+   "Healthy/Expert1_masks/N-81-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-82-R.jpg",
+   "Healthy/Expert1_masks/N-82-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-83-L.jpg",
+   "Healthy/Expert1_masks/N-83-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-84-R.jpg",
+   "Healthy/Expert1_masks/N-84-R-1-Disc-exp1.png"
+  ],
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+   "Healthy/Expert1_masks/N-85-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-86-R.jpg",
+   "Healthy/Expert1_masks/N-86-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-87-L.jpg",
+   "Healthy/Expert1_masks/N-87-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-88-R.jpg",
+   "Healthy/Expert1_masks/N-88-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-8-L.jpg",
+   "Healthy/Expert1_masks/N-8-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-90-R.jpg",
+   "Healthy/Expert1_masks/N-90-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-91-L.jpg",
+   "Healthy/Expert1_masks/N-91-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-92-R.jpg",
+   "Healthy/Expert1_masks/N-92-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-9-L.jpg",
+   "Healthy/Expert1_masks/N-9-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-10-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-10-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-11-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-11-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-12-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-12-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-13-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-13-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-14-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-14-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-15-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-15-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-16-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-16-R-1-Disc-exp1.png"
+  ],
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+   "Glaucoma and suspects/Stereo Images/G-17-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-17-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-18-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-18-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-19-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-19-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-1-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-1-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-20-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-20-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-21-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-21-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-32-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-32-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-33-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-33-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-34-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-34-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-35-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-35-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-36-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-36-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-37-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-37-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-38-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-38-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-39-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-39-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-3-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-3-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-4-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-4-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-5-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-5-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-6-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-6-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-7-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-7-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-8-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-8-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-9-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-9-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-10-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-10-R-1-Disc-exp1.png"
+  ],
+  [
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+   "Glaucoma and suspects/Expert1_masks/S-11-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-12-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-12-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-13-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-13-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-14-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-14-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-15-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-15-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-16-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-16-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-17-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-17-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-18-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-18-L-1-Disc-exp1.png"
+  ],
+  [
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+   "Glaucoma and suspects/Expert1_masks/S-19-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-1-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-1-L-1-Disc-exp1.png"
+  ],
+  [
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+   "Glaucoma and suspects/Expert1_masks/S-20-L-1-Disc-exp1.png"
+  ],
+  [
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+   "Glaucoma and suspects/Expert1_masks/S-21-R-1-Disc-exp1.png"
+  ],
+  [
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+   "Glaucoma and suspects/Expert1_masks/S-22-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-23-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-23-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-24-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-24-R-1-Disc-exp1.png"
+  ],
+  [
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+   "Glaucoma and suspects/Expert1_masks/S-25-L-1-Disc-exp1.png"
+  ],
+  [
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+   "Glaucoma and suspects/Expert1_masks/S-26-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-27-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-27-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-28-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-28-R-1-Disc-exp1.png"
+  ]
+ ],
+ "test": [
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+   "Glaucoma and suspects/Expert1_masks/G-22-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-23-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-23-R-1-Disc-exp1.png"
+  ],
+  [
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+   "Glaucoma and suspects/Expert1_masks/G-24-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-25-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-25-L-1-Disc-exp1.png"
+  ],
+  [
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+   "Glaucoma and suspects/Expert1_masks/G-26-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-27-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-27-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-28-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-28-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-29-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-29-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-2-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-2-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-30-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-30-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-31-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/G-31-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-17-L.jpg",
+   "Healthy/Expert1_masks/N-17-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-18-R.jpg",
+   "Healthy/Expert1_masks/N-18-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-1-L.jpg",
+   "Healthy/Expert1_masks/N-1-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-20-R.jpg",
+   "Healthy/Expert1_masks/N-20-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-21-L.jpg",
+   "Healthy/Expert1_masks/N-21-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-22-R.jpg",
+   "Healthy/Expert1_masks/N-22-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-23-L.jpg",
+   "Healthy/Expert1_masks/N-23-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-28-R.jpg",
+   "Healthy/Expert1_masks/N-28-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-29-L.jpg",
+   "Healthy/Expert1_masks/N-29-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-2-R.jpg",
+   "Healthy/Expert1_masks/N-2-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-30-R.jpg",
+   "Healthy/Expert1_masks/N-30-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-31-L.jpg",
+   "Healthy/Expert1_masks/N-31-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-32-R.jpg",
+   "Healthy/Expert1_masks/N-32-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-33-L.jpg",
+   "Healthy/Expert1_masks/N-33-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-34-R.jpg",
+   "Healthy/Expert1_masks/N-34-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-35-L.jpg",
+   "Healthy/Expert1_masks/N-35-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-36-R.jpg",
+   "Healthy/Expert1_masks/N-36-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-37-L.jpg",
+   "Healthy/Expert1_masks/N-37-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-38-R.jpg",
+   "Healthy/Expert1_masks/N-38-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-39-L.jpg",
+   "Healthy/Expert1_masks/N-39-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-3-L.jpg",
+   "Healthy/Expert1_masks/N-3-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-40-R.jpg",
+   "Healthy/Expert1_masks/N-40-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-41-L.jpg",
+   "Healthy/Expert1_masks/N-41-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-42-R.jpg",
+   "Healthy/Expert1_masks/N-42-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-43-L.jpg",
+   "Healthy/Expert1_masks/N-43-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-44-R.jpg",
+   "Healthy/Expert1_masks/N-44-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-46-R.jpg",
+   "Healthy/Expert1_masks/N-46-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-47-L.jpg",
+   "Healthy/Expert1_masks/N-47-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-48-R.jpg",
+   "Healthy/Expert1_masks/N-48-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-49-L.jpg",
+   "Healthy/Expert1_masks/N-49-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-4-R.jpg",
+   "Healthy/Expert1_masks/N-4-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-50-R.jpg",
+   "Healthy/Expert1_masks/N-50-R-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-51-L.jpg",
+   "Healthy/Expert1_masks/N-51-L-1-Disc-exp1.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-78-R.jpg",
+   "Healthy/Expert1_masks/N-78-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-29-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-29-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-2-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-2-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-30-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-30-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-31-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-31-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-32-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-32-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-33-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-33-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-34-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-34-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-35-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-35-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-3-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-3-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-4-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-4-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-5-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-5-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-6-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-6-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-7-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-7-L-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-8-R.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-8-R-1-Disc-exp1.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-9-L.jpg",
+   "Glaucoma and suspects/Expert1_masks/S-9-L-1-Disc-exp1.png"
+  ]
+ ]
+}
\ No newline at end of file
diff --git a/bob/ip/binseg/data/rimoner3/optic-disc-exp2.json b/bob/ip/binseg/data/rimoner3/optic-disc-exp2.json
new file mode 100644
index 0000000000000000000000000000000000000000..3a94781e740e06cdc47cdd1a0e07070ef9d7eb5b
--- /dev/null
+++ b/bob/ip/binseg/data/rimoner3/optic-disc-exp2.json
@@ -0,0 +1,642 @@
+{
+ "train": [
+  [
+   "Healthy/Stereo Images/N-10-R.jpg",
+   "Healthy/Expert2_masks/N-10-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-11-L.jpg",
+   "Healthy/Expert2_masks/N-11-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-12-R.jpg",
+   "Healthy/Expert2_masks/N-12-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-13-L.jpg",
+   "Healthy/Expert2_masks/N-13-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-14-R.jpg",
+   "Healthy/Expert2_masks/N-14-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-16-R.jpg",
+   "Healthy/Expert2_masks/N-16-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-24-R.jpg",
+   "Healthy/Expert2_masks/N-24-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-25-L.jpg",
+   "Healthy/Expert2_masks/N-25-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-26-R.jpg",
+   "Healthy/Expert2_masks/N-26-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-27-L.jpg",
+   "Healthy/Expert2_masks/N-27-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-52-R.jpg",
+   "Healthy/Expert2_masks/N-52-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-53-L.jpg",
+   "Healthy/Expert2_masks/N-53-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-54-R.jpg",
+   "Healthy/Expert2_masks/N-54-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-55-L.jpg",
+   "Healthy/Expert2_masks/N-55-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-56-R.jpg",
+   "Healthy/Expert2_masks/N-56-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-58-R.jpg",
+   "Healthy/Expert2_masks/N-58-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-59-L.jpg",
+   "Healthy/Expert2_masks/N-59-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-5-L.jpg",
+   "Healthy/Expert2_masks/N-5-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-61-L.jpg",
+   "Healthy/Expert2_masks/N-61-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-62-R.jpg",
+   "Healthy/Expert2_masks/N-62-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-63-L.jpg",
+   "Healthy/Expert2_masks/N-63-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-64-R.jpg",
+   "Healthy/Expert2_masks/N-64-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-65-L.jpg",
+   "Healthy/Expert2_masks/N-65-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-66-R.jpg",
+   "Healthy/Expert2_masks/N-66-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-67-L.jpg",
+   "Healthy/Expert2_masks/N-67-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-68-R.jpg",
+   "Healthy/Expert2_masks/N-68-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-69-L.jpg",
+   "Healthy/Expert2_masks/N-69-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-6-R.jpg",
+   "Healthy/Expert2_masks/N-6-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-70-R.jpg",
+   "Healthy/Expert2_masks/N-70-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-71-L.jpg",
+   "Healthy/Expert2_masks/N-71-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-72-R.jpg",
+   "Healthy/Expert2_masks/N-72-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-73-R.jpg",
+   "Healthy/Expert2_masks/N-73-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-74-L.jpg",
+   "Healthy/Expert2_masks/N-74-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-75-R.jpg",
+   "Healthy/Expert2_masks/N-75-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-76-R.jpg",
+   "Healthy/Expert2_masks/N-76-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-79-L.jpg",
+   "Healthy/Expert2_masks/N-79-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-7-L.jpg",
+   "Healthy/Expert2_masks/N-7-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-80-R.jpg",
+   "Healthy/Expert2_masks/N-80-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-81-L.jpg",
+   "Healthy/Expert2_masks/N-81-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-82-R.jpg",
+   "Healthy/Expert2_masks/N-82-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-83-L.jpg",
+   "Healthy/Expert2_masks/N-83-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-84-R.jpg",
+   "Healthy/Expert2_masks/N-84-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-85-L.jpg",
+   "Healthy/Expert2_masks/N-85-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-86-R.jpg",
+   "Healthy/Expert2_masks/N-86-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-87-L.jpg",
+   "Healthy/Expert2_masks/N-87-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-88-R.jpg",
+   "Healthy/Expert2_masks/N-88-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-8-L.jpg",
+   "Healthy/Expert2_masks/N-8-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-90-R.jpg",
+   "Healthy/Expert2_masks/N-90-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-91-L.jpg",
+   "Healthy/Expert2_masks/N-91-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-92-R.jpg",
+   "Healthy/Expert2_masks/N-92-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-9-L.jpg",
+   "Healthy/Expert2_masks/N-9-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-10-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-10-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-11-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-11-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-12-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-12-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-13-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-13-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-14-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-14-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-15-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-15-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-16-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-16-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-17-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-17-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-18-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-18-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-19-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-19-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-1-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-1-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-20-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-20-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-21-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-21-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-32-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-32-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-33-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-33-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-34-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-34-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-35-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-35-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-36-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-36-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-37-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-37-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-38-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-38-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-39-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-39-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-3-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-3-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-4-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-4-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-5-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-5-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-6-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-6-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-7-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-7-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-8-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-8-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-9-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-9-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-10-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-10-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-11-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-11-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-12-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-12-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-13-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-13-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-14-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-14-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-15-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-15-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-16-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-16-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-17-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-17-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-18-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-18-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-19-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-19-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-1-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-1-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-20-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-20-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-21-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-21-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-22-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-22-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-23-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-23-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-24-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-24-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-25-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-25-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-26-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-26-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-27-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-27-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-28-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-28-R-1-Disc-exp2.png"
+  ]
+ ],
+ "test": [
+  [
+   "Glaucoma and suspects/Stereo Images/G-22-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-22-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-23-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-23-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-24-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-24-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-25-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-25-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-26-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-26-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-27-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-27-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-28-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-28-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-29-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-29-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-2-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-2-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-30-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-30-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/G-31-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/G-31-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-17-L.jpg",
+   "Healthy/Expert2_masks/N-17-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-18-R.jpg",
+   "Healthy/Expert2_masks/N-18-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-1-L.jpg",
+   "Healthy/Expert2_masks/N-1-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-20-R.jpg",
+   "Healthy/Expert2_masks/N-20-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-21-L.jpg",
+   "Healthy/Expert2_masks/N-21-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-22-R.jpg",
+   "Healthy/Expert2_masks/N-22-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-23-L.jpg",
+   "Healthy/Expert2_masks/N-23-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-28-R.jpg",
+   "Healthy/Expert2_masks/N-28-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-29-L.jpg",
+   "Healthy/Expert2_masks/N-29-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-2-R.jpg",
+   "Healthy/Expert2_masks/N-2-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-30-R.jpg",
+   "Healthy/Expert2_masks/N-30-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-31-L.jpg",
+   "Healthy/Expert2_masks/N-31-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-32-R.jpg",
+   "Healthy/Expert2_masks/N-32-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-33-L.jpg",
+   "Healthy/Expert2_masks/N-33-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-34-R.jpg",
+   "Healthy/Expert2_masks/N-34-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-35-L.jpg",
+   "Healthy/Expert2_masks/N-35-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-36-R.jpg",
+   "Healthy/Expert2_masks/N-36-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-37-L.jpg",
+   "Healthy/Expert2_masks/N-37-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-38-R.jpg",
+   "Healthy/Expert2_masks/N-38-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-39-L.jpg",
+   "Healthy/Expert2_masks/N-39-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-3-L.jpg",
+   "Healthy/Expert2_masks/N-3-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-40-R.jpg",
+   "Healthy/Expert2_masks/N-40-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-41-L.jpg",
+   "Healthy/Expert2_masks/N-41-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-42-R.jpg",
+   "Healthy/Expert2_masks/N-42-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-43-L.jpg",
+   "Healthy/Expert2_masks/N-43-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-44-R.jpg",
+   "Healthy/Expert2_masks/N-44-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-46-R.jpg",
+   "Healthy/Expert2_masks/N-46-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-47-L.jpg",
+   "Healthy/Expert2_masks/N-47-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-48-R.jpg",
+   "Healthy/Expert2_masks/N-48-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-49-L.jpg",
+   "Healthy/Expert2_masks/N-49-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-4-R.jpg",
+   "Healthy/Expert2_masks/N-4-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-50-R.jpg",
+   "Healthy/Expert2_masks/N-50-R-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-51-L.jpg",
+   "Healthy/Expert2_masks/N-51-L-1-Disc-exp2.png"
+  ],
+  [
+   "Healthy/Stereo Images/N-78-R.jpg",
+   "Healthy/Expert2_masks/N-78-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-29-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-29-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-2-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-2-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-30-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-30-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-31-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-31-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-32-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-32-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-33-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-33-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-34-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-34-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-35-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-35-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-3-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-3-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-4-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-4-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-5-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-5-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-6-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-6-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-7-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-7-L-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-8-R.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-8-R-1-Disc-exp2.png"
+  ],
+  [
+   "Glaucoma and suspects/Stereo Images/S-9-L.jpg",
+   "Glaucoma and suspects/Expert2_masks/S-9-L-1-Disc-exp2.png"
+  ]
+ ]
+}
diff --git a/bob/ip/binseg/data/rimoner3/test.py b/bob/ip/binseg/data/rimoner3/test.py
new file mode 100644
index 0000000000000000000000000000000000000000..6a28b668170b58e648b41adba8db05cb1d4c61ba
--- /dev/null
+++ b/bob/ip/binseg/data/rimoner3/test.py
@@ -0,0 +1,117 @@
+#!/usr/bin/env python
+# coding=utf-8
+
+
+"""Tests for RIM-ONE r3"""
+
+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-exp1", "optic-cup-exp1", "optic-disc-exp2",
+            "optic-cup-exp2", "optic-disc-avg", "optic-cup-avg"):
+
+        subset = dataset.subsets(protocol)
+        nose.tools.eq_(len(subset), 2)
+
+        assert "train" in subset
+        nose.tools.eq_(len(subset["train"]), 99)
+        for s in subset["train"]:
+            assert "Stereo Images" in s.key
+
+        assert "test" in subset
+        nose.tools.eq_(len(subset["test"]), 60)
+        for s in subset["test"]:
+            assert "Stereo Images" in s.key
+
+
+@rc_variable_set("bob.ip.binseg.rimoner3.datadir")
+@attr("slow")
+def test_loading():
+
+    from ..utils import count_bw
+    image_size = (1072, 1424)
+
+    def _check_sample(s, bw_threshold_label):
+
+        data = s.data
+        assert isinstance(data, dict)
+        nose.tools.eq_(len(data), 2)
+
+        assert "data" in data
+        nose.tools.eq_(data["data"].size, image_size)
+        nose.tools.eq_(data["data"].mode, "RGB")
+
+        assert "label" in data
+        nose.tools.eq_(data["label"].size, image_size)
+        nose.tools.eq_(data["label"].mode, "1")
+        b, w = count_bw(data["label"])
+        assert (b+w) == numpy.prod(image_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:.2f}) 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.
+        from ..utils import overlayed_image
+        display = overlayed_image(data["data"], data["label"])
+        display.show()
+        import ipdb; ipdb.set_trace()
+
+        return w/b
+
+    subset = dataset.subsets("optic-cup-exp1")
+    limit = None
+    proportions = [_check_sample(s, 0.048) for s in subset["train"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+    proportions = [_check_sample(s, 0.042) for s in subset["test"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+
+    subset = dataset.subsets("optic-disc-exp1")
+    proportions = [_check_sample(s, 0.088) for s in subset["train"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+    proportions = [_check_sample(s, 0.061) for s in subset["test"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+
+    subset = dataset.subsets("optic-cup-exp2")
+    proportions = [_check_sample(s, 0.039) for s in subset["train"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+    proportions = [_check_sample(s, 0.038) for s in subset["test"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+
+    subset = dataset.subsets("optic-disc-exp2")
+    proportions = [_check_sample(s, 0.090) for s in subset["train"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+    proportions = [_check_sample(s, 0.065) for s in subset["test"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+
+    subset = dataset.subsets("optic-cup-avg")
+    proportions = [_check_sample(s, 0.042) for s in subset["train"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+    proportions = [_check_sample(s, 0.040) for s in subset["test"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+
+    subset = dataset.subsets("optic-disc-avg")
+    proportions = [_check_sample(s, 0.089) for s in subset["train"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+    proportions = [_check_sample(s, 0.063) for s in subset["test"][:limit]]
+    #print(f"max label proportions = {max(proportions)}")
+
+
+@rc_variable_set("bob.ip.binseg.rimoner3.datadir")
+@attr("slow")
+def test_check():
+    nose.tools.eq_(dataset.check(), 0)
diff --git a/conda/meta.yaml b/conda/meta.yaml
index f8e8db1c68f34b9a4ef37d13b51537b5944c9c75..a4082688604c7423c1ad502438d275b8a6fd6491 100644
--- a/conda/meta.yaml
+++ b/conda/meta.yaml
@@ -60,7 +60,6 @@ test:
     - sphinx_rtd_theme
     - sphinxcontrib-programoutput
     - bob.db.drionsdb
-    - bob.db.rimoner3
 
 about:
   summary: Binary Segmentation Benchmark Package for Bob
diff --git a/doc/api.rst b/doc/api.rst
index fae023f1c8b70ca6b3118f18f9574671d2bddf2b..6b6a682e39829650de79ba0e46465940888d0d53 100644
--- a/doc/api.rst
+++ b/doc/api.rst
@@ -38,6 +38,7 @@ Datasets
    bob.ip.binseg.data.iostar
    bob.ip.binseg.data.refuge
    bob.ip.binseg.data.drishtigs1
+   bob.ip.binseg.data.rimoner3
 
 
 Engines