diff --git a/bob/ip/binseg/data/refuge/__init__.py b/bob/ip/binseg/data/refuge/__init__.py
index 717d6cdd4345abc0f4a471cf5e5aba82c5bff2dc..d96db5ec2bb9a095480fa893f441a50a6b1c2bbb 100644
--- a/bob/ip/binseg/data/refuge/__init__.py
+++ b/bob/ip/binseg/data/refuge/__init__.py
@@ -8,29 +8,28 @@ challenge. The goal of the challenge is to evaluate and compare automated
 algorithms for glaucoma detection and optic disc/cup segmentation on a common
 dataset of retinal fundus images.
 
-* Reference: [REFUGE-2018]_
+* Reference (including train/dev/test split): [REFUGE-2018]_
 * Protocols ``optic-disc`` and ``cup``:
-    * Training samples:
-        * 400
-        * includes optic-disc and cup labels
-        * includes label: glaucomatous and non-glaucomatous
-        * original resolution: 2056 x 2124
-    * Validation samples: 400:
-        * 400
-        * includes optic-disc and cup labels
-        * original resolution: 1634 x 1634
-    * Test samples:
-        * 400
-        * includes optic-disc and cup labels
-        * includes label: glaucomatous and non-glaucomatous
-        * original resolution:
-* Split reference: [REFUGE-2018]_
-
-.. warning:
-
-   Notice that the data cropping/resizing algorithm applied on training and
-   "validation" data are slightly different and need to be cross-checked.
 
+  * Training samples:
+
+    * 400
+    * includes optic-disc and cup labels
+    * includes label: glaucomatous and non-glaucomatous
+    * original resolution: 2056 x 2124
+
+  * Validation samples:
+
+    * 400
+    * includes optic-disc and cup labels
+    * original resolution: 1634 x 1634
+
+  * Test samples:
+
+    * 400
+    * includes optic-disc and cup labels
+    * includes label: glaucomatous and non-glaucomatous
+    * original resolution:
 """
 
 import os
diff --git a/doc/api.rst b/doc/api.rst
index 0036375949015087c16898f58d9a08350ab2037d..84b50c5b50080b2fc6624dd341241fda0430d952 100644
--- a/doc/api.rst
+++ b/doc/api.rst
@@ -36,6 +36,7 @@ Datasets
    bob.ip.binseg.data.chasedb1
    bob.ip.binseg.data.hrf
    bob.ip.binseg.data.iostar
+   bob.ip.binseg.data.refuge
 
 
 Engines
@@ -171,8 +172,11 @@ Datasets
    bob.ip.binseg.configs.datasets.dristhigs1_od_test
 
    bob.ip.binseg.configs.datasets.refuge_cup
+   bob.ip.binseg.configs.datasets.refuge_cup_dev
+   bob.ip.binseg.configs.datasets.refuge_cup_test
    bob.ip.binseg.configs.datasets.refuge_cup_test
    bob.ip.binseg.configs.datasets.refuge_od
+   bob.ip.binseg.configs.datasets.refuge_od_dev
    bob.ip.binseg.configs.datasets.refuge_od_test
 
    bob.ip.binseg.configs.datasets.rimoner3_cup
diff --git a/doc/datasets.rst b/doc/datasets.rst
index 61bacb0d5e7cd5b5a5bae34efaafdd07884d3ca5..54092eb42528991402522ae8c8d7d322a3603609 100644
--- a/doc/datasets.rst
+++ b/doc/datasets.rst
@@ -113,27 +113,16 @@ to generate iterators for training and testing.
      - [DRISHTIGS1-2014]_
      - 50
      - 51
-   * - REFUGE_ (train)
+   * - REFUGE_
      - [REFUGE-2018]_
-     - 2056 x 2124
-     - 400
+     - 2056 x 2124 (1634 x 1634)
+     - 1200 (400+400+400)
      -
      -
      - x
      - x
      - [REFUGE-2018]_
-     - 400
-     -
-   * - REFUGE_ (val)
-     - [REFUGE-2018]_
-     - 1634 x 1634
-     - 400
-     -
-     -
-     - x
-     - x
-     - [REFUGE-2018]_
-     -
+     - 400 (+400)
      - 400