diff --git a/doc/covdresults.rst b/doc/covdresults.rst
new file mode 100644
index 0000000000000000000000000000000000000000..6dca5a6d7cf58178821fb3b3b681f79e7a5061e6
--- /dev/null
+++ b/doc/covdresults.rst
@@ -0,0 +1,35 @@
+.. -*- coding: utf-8 -*-
+.. _bob.ip.binseg.covdresults:
+
+
+==========================
+COVD- and COVD-SLL Results
+==========================
+
+Dice Scores
+===========
+
++-------------------+---------------+---------+
+| | DRIU | M2U-Net |
++-------------------+---------------+---------+
+| COVD-DRIVE | 0.7896 | 0.7906 |
++-------------------+---------------+---------+
+| COVD-DRIVE SSL | 0.7870 | 0.7938 |
++-------------------+---------------+---------+
+| COVD-STARE | 0.7979 | 0.8120 |
++-------------------+---------------+---------+
+| COVD-STARE SSL | 0.8062 | 0.8222 |
++-------------------+---------------+---------+
+| COVD-CHASEDB1 | 0.7979 | 0.7898 |
++-------------------+---------------+---------+
+| COVD-CHASEDB1 SSL | 0.7976 | 0.8000 |
++-------------------+---------------+---------+
+| COVD-HRF | 0.8013 | 0.8036 |
++-------------------+---------------+---------+
+| COVD-HRF SSL | still running | 0.7999 |
++-------------------+---------------+---------+
+| COVD-IOSTAR | 0.7934 | 0.7953 |
++-------------------+---------------+---------+
+| COVD-IOSTAR SSL | 0.7995 | 0.7868 |
++-------------------+---------------+---------+
+
diff --git a/doc/evaluation.rst b/doc/evaluation.rst
index 4a7aed35f0c6b63a50c11586a45548290787527e..0f0df559ce53b8003088e5d87397d42eafdda2f9 100644
--- a/doc/evaluation.rst
+++ b/doc/evaluation.rst
@@ -34,16 +34,15 @@ Due to storage limitations we only provide weights of a subset
of all evaluated models, namely all DRIU and M2U-Net variants:
-https://dl.dropboxusercontent.com/s/wnyjzmhhep2smjl/retinanet_MobileNetV2-FPN_1x.pth
+--------------------+------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
| | DRIU | M2UNet |
+--------------------+------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
| DRIVE | `DRIU_DRIVE.pth <https://dl.dropboxusercontent.com/s/rggn9ebj38c06uf/DRIU_DRIVE.pth>`_ | `M2UNet_DRIVE.pth <https://dl.dropboxusercontent.com/s/55xply8jm0g2skp/M2UNet_DRIVE.pth>`_ |
+--------------------+------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-DRIVE | | |
+| COVD-DRIVE | | `M2UNet_COVD-DRIVE.pth <https://dl.dropboxusercontent.com/s/x5wb84uao8nlx44/M2UNet_COVD-DRIVE.pth>`_ |
+--------------------+------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-DRIVE SSL | | |
+| COVD-DRIVE SSL | | `M2UNet_COVD-DRIVE_SSL.pth <https://dl.dropboxusercontent.com/s/hp7fg6bct0i3awr/M2UNet_COVD-DRIVE_SSL.pth>`_ |
+--------------------+------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
| STARE | `DRIU_STARE.pth <https://dl.dropboxusercontent.com/s/sw5ivfzgz5djirc/DRIU_STARE.pth>`_ | `M2UNet_STARE.pth <https://dl.dropboxusercontent.com/s/pc9wb8r7tjvg06p/M2UNet_STARE.pth>`_ |
+--------------------+------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
diff --git a/doc/index.rst b/doc/index.rst
index 45df43d42f497d68086af6f1167c5772f1482862..d38e7a4e60c83c1bc4703071740adb9add84011f 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -19,6 +19,7 @@ Users Guide
training
evaluation
benchmarkresults
+ covdresults
api
references