diff --git a/doc/evaluation.rst b/doc/evaluation.rst
index 6ffbf673e56b1fbbfa8b7e01db77c2537a51787c..e807c954ce2eb867e7a37669904a3d25c56d2bbf 100644
--- a/doc/evaluation.rst
+++ b/doc/evaluation.rst
@@ -35,39 +35,39 @@ of all evaluated models:
 
 
 
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-|                    | DRIU               | M2UNet                                                                                                             |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| DRIVE              | `DRIU_DRIVE.pth`_  | `M2UNet_DRIVE.pth <m2unet_drive.pth_>`_                                                                            |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-DRIVE         |                    | `M2UNet_COVD-DRIVE.pth <https://dl.dropboxusercontent.com/s/x5wb84uao8nlx44/M2UNet_COVD-DRIVE.pth>`_               |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-DRIVE SSL     |                    | `M2UNet_COVD-DRIVE_SSL.pth <https://dl.dropboxusercontent.com/s/hp7fg6bct0i3awr/M2UNet_COVD-DRIVE_SSL.pth>`_       |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| STARE              | DRIU_STARE.pth_    | `M2UNet_STARE.pth <https://dl.dropboxusercontent.com/s/pc9wb8r7tjvg06p/M2UNet_STARE.pth>`_                         |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-STARE         |                    | `M2UNet_COVD-STARE.pth <https://dl.dropboxusercontent.com/s/vh1trws2nxqt65y/M2UNet_COVD-STARE.pth>`_               |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-STARE SSL     |                    | `M2UNet_COVD-STARE_SSL.pth <https://dl.dropboxusercontent.com/s/slcvfgf1saf7t19/M2UNet_COVD-STARE_SSL.pth>`_       |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| CHASE_DB1          | DRIU_CHASEDB1.pth_ | `M2UNet_CHASEDB1.pth <https://dl.dropboxusercontent.com/s/jqq0z9boi17nhqf/M2UNet_CHASEDB1.pth>`_                   |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-CHASE_DB1     |                    | `M2UNet_COVD-CHASEDB1.pth <https://dl.dropboxusercontent.com/s/pvbp0qky13q5o11/M2UNet_COVD-CHASEDB1.pth>`_         |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-CHASE_DB1 SSL |                    | `M2UNet_COVD-CHASEDB1_SSL.pth <https://dl.dropboxusercontent.com/s/qx7mm5h8ywm98fi/M2UNet_COVD-CHASEDB1_SSL.pth>`_ |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| IOSTARVESSEL       | DRIU_IOSTAR.pth_   | `M2UNet_IOSTARVESSEL.pth <https://dl.dropboxusercontent.com/s/g9jyvar9x8vvihr/M2UNet_IOSTARVESSEL.pth>`_           |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-IOSTAR        |                    | `M2UNet_COVD-IOSTAR.pth <https://dl.dropboxusercontent.com/s/t5b2qomq6ey8i9t/M2UNet_COVD-IOSTAR.pth>`_             |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-IOSTAR SSL    |                    | `M2UNet_COVD-IOSTAR_SSL.pth <https://dl.dropboxusercontent.com/s/70ynm2k3bpkj4mq/M2UNet_COVD-IOSTAR_SSL.pth>`_     |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| HRF                | DRIU_HRF.pth_      | `M2UNet_HRF1168.pth <https://dl.dropboxusercontent.com/s/g34g6nai1rsgbsc/M2UNet_HRF1168.pth>`_                     |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-HRF           |                    | `M2UNet_COVD-HRF.pth <https://dl.dropboxusercontent.com/s/o3edhljeidl6fvi/M2UNet_COVD-HRF.pth>`_                   |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
-| COVD-HRF SSL       |                    | `M2UNet_COVD-HRF_SSL.pth <https://dl.dropboxusercontent.com/s/2e0aq8a5vbop2yx/M2UNet_COVD-HRF_SSL.pth>`_           |
-+--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+|                    | DRIU               | M2UNet                                                                                                                         |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| DRIVE              | `DRIU_DRIVE.pth`_  | `M2UNet_DRIVE.pth <m2unet_drive.pth_>`_                                                                                        |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| COVD-DRIVE         |                    | `M2UNet_COVD-DRIVE.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-DRIVE.pth>`_               |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| COVD-DRIVE SSL     |                    | `M2UNet_COVD-DRIVE_SSL.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-DRIVE_SSL.pth>`_       |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| STARE              | DRIU_STARE.pth_    | `M2UNet_STARE.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_STARE.pth>`_                         |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| COVD-STARE         |                    | `M2UNet_COVD-STARE.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-STARE.pth>`_               |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| COVD-STARE SSL     |                    | `M2UNet_COVD-STARE_SSL.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-STARE_SSL.pth>`_       |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| CHASE_DB1          | DRIU_CHASEDB1.pth_ | `M2UNet_CHASEDB1.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_CHASEDB1.pth>`_                   |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| COVD-CHASE_DB1     |                    | `M2UNet_COVD-CHASEDB1.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-CHASEDB1.pth>`_         |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| COVD-CHASE_DB1 SSL |                    | `M2UNet_COVD-CHASEDB1_SSL.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-CHASEDB1_SSL.pth>`_ |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| IOSTARVESSEL       | DRIU_IOSTAR.pth_   | `M2UNet_IOSTARVESSEL.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_IOSTARVESSEL.pth>`_           |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| COVD-IOSTAR        |                    | `M2UNet_COVD-IOSTAR.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-IOSTAR.pth>`_             |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| COVD-IOSTAR SSL    |                    | `M2UNet_COVD-IOSTAR_SSL.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-IOSTAR_SSL.pth>`_     |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| HRF                | DRIU_HRF.pth_      | `M2UNet_HRF1168.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_HRF1168.pth>`_                     |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| COVD-HRF           |                    | `M2UNet_COVD-HRF.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-HRF.pth>`_                   |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
+| COVD-HRF SSL       |                    | `M2UNet_COVD-HRF_SSL.pth <https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-HRF_SSL.pth>`_           |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------------------+
 
 
 
@@ -75,8 +75,8 @@ To run evaluation of pretrained models pass url as ``-w`` argument. E.g.:
 
 .. code-block:: bash
 
-    bob binseg test DRIU DRIVETEST -o Evaluation_DRIU_DRIVE -w https://dl.dropboxusercontent.com/s/rggn9ebj38c06uf/DRIU_DRIVE.pth
-    bob binseg test M2UNet DRIVETEST -o Evaluation_M2UNet_DRIVE -w https://dl.dropboxusercontent.com/s/55xply8jm0g2skp/M2UNet_DRIVE.pth
+    bob binseg test DRIU DRIVETEST -o Evaluation_DRIU_DRIVE -w https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/DRIU_DRIVE.pth
+    bob binseg test M2UNet DRIVETEST -o Evaluation_M2UNet_DRIVE -w https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_DRIVE.pth
 
 
 
diff --git a/doc/links.rst b/doc/links.rst
index 2183da004f6158447ea4e5cfcbf643750e859aef..12e8c5d3e7d6f2f144f888b8d2c3a2dde515e406 100644
--- a/doc/links.rst
+++ b/doc/links.rst
@@ -64,25 +64,25 @@
 
 .. Pretrained models
 
-.. _driu_chasedb1.pth: https://dl.dropboxusercontent.com/s/15gxvhdtq0gw074/DRIU_CHASEDB1.pth
-.. _driu_drive.pth: https://dl.dropboxusercontent.com/s/rggn9ebj38c06uf/DRIU_DRIVE.pth
-.. _driu_hrf.pth: https://dl.dropboxusercontent.com/s/c02m2zyby1zndqx/DRIU_HRF1168.pth
-.. _driu_stare.pth: https://dl.dropboxusercontent.com/s/sw5ivfzgz5djirc/DRIU_STARE.pth
-.. _driu_iostar.pth: https://dl.dropboxusercontent.com/s/dx1dp8g4nct5r2z/DRIU_IOSTARVESSEL.pth
-
-.. _m2unet_chasedb1.pth: https://dl.dropboxusercontent.com/s/jqq0z9boi17nhqf/M2UNet_CHASEDB1.pth
-.. _m2unet_drive.pth: https://dl.dropboxusercontent.com/s/55xply8jm0g2skp/M2UNet_DRIVE.pth
-.. _m2unet_hrf.pth: https://dl.dropboxusercontent.com/s/g34g6nai1rsgbsc/M2UNet_HRF1168.pth
-.. _m2unet_stare.pth: https://dl.dropboxusercontent.com/s/pc9wb8r7tjvg06p/M2UNet_STARE.pth
-.. _m2unet_iostar.pth: https://dl.dropboxusercontent.com/s/g9jyvar9x8vvihr/M2UNet_IOSTARVESSEL.pth
-.. _m2unet_covd-drive.pth: https://dl.dropboxusercontent.com/s/x5wb84uao8nlx44/M2UNet_COVD-DRIVE.pth
-.. _m2unet_covd-drive_ssl.pth: https://dl.dropboxusercontent.com/s/hp7fg6bct0i3awr/M2UNet_COVD-DRIVE_SSL.pth
-.. _m2unet_covd-stare.pth: https://dl.dropboxusercontent.com/s/vh1trws2nxqt65y/M2UNet_COVD-STARE.pth
-.. _m2unet_covd-stare_ssl.pth: https://dl.dropboxusercontent.com/s/slcvfgf1saf7t19/M2UNet_COVD-STARE_SSL.pth
-.. _m2unet_covd-chaesdb1.pth: https://dl.dropboxusercontent.com/s/pvbp0qky13q5o11/M2UNet_COVD-CHASEDB1.pth
-.. _m2unet_covd-chaesdb1_ssl.pth: https://dl.dropboxusercontent.com/s/qx7mm5h8ywm98fi/M2UNet_COVD-CHASEDB1_SSL.pth
-.. _m2unet_covd-hrf.pth: https://dl.dropboxusercontent.com/s/o3edhljeidl6fvi/M2UNet_COVD-HRF.pth
-.. _m2unet_covd-hrf_ssl.pth: https://dl.dropboxusercontent.com/s/2e0aq8a5vbop2yx/M2UNet_COVD-HRF_SSL.pth
-.. _m2unet_covd-iostar.pth: https://dl.dropboxusercontent.com/s/t5b2qomq6ey8i9t/M2UNet_COVD-IOSTAR.pth
-.. _m2unet_covd-iostar_ssl.pth: https://dl.dropboxusercontent.com/s/70ynm2k3bpkj4mq/M2UNet_COVD-IOSTAR_SSL.pth
+.. _driu_chasedb1.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/DRIU_CHASEDB1.pth
+.. _driu_drive.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/DRIU_DRIVE.pth
+.. _driu_hrf.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/DRIU_HRF1168.pth
+.. _driu_stare.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/DRIU_STARE.pth
+.. _driu_iostar.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/DRIU_IOSTARVESSEL.pth
+
+.. _m2unet_chasedb1.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_CHASEDB1.pth
+.. _m2unet_drive.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_DRIVE.pth
+.. _m2unet_hrf.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_HRF1168.pth
+.. _m2unet_stare.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_STARE.pth
+.. _m2unet_iostar.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_IOSTARVESSEL.pth
+.. _m2unet_covd-drive.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-DRIVE.pth
+.. _m2unet_covd-drive_ssl.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-DRIVE_SSL.pth
+.. _m2unet_covd-stare.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-STARE.pth
+.. _m2unet_covd-stare_ssl.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-STARE_SSL.pth
+.. _m2unet_covd-chaesdb1.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-CHASEDB1.pth
+.. _m2unet_covd-chaesdb1_ssl.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-CHASEDB1_SSL.pth
+.. _m2unet_covd-hrf.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-HRF.pth
+.. _m2unet_covd-hrf_ssl.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-HRF_SSL.pth
+.. _m2unet_covd-iostar.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-IOSTAR.pth
+.. _m2unet_covd-iostar_ssl.pth: https://www.idiap.ch/software/bob/data/bob/bob.ip.binseg/master/M2UNet_COVD-IOSTAR_SSL.pth