diff --git a/doc/api.rst b/doc/api.rst
index e2b6182d9acb9c35960c6290366624375402dc08..af7e4ecce8bff89677007807e71029e5fbb2a8a6 100644
--- a/doc/api.rst
+++ b/doc/api.rst
@@ -10,11 +10,11 @@ run binary-segmentation benchmarks.
PyTorch Dataset
----------------
+===============
.. automodule:: bob.ip.binseg.data.binsegdataset
Transforms
-----------
+==========
.. note::
All transforms work with :py:class:`PIL.Image.Image` objects. We make heavy use of the
`torchvision package`_
@@ -22,23 +22,23 @@ Transforms
.. automodule:: bob.ip.binseg.data.transforms
Losses
-------
+======
.. automodule:: bob.ip.binseg.modeling.losses
Training
---------
+========
.. automodule:: bob.ip.binseg.engine.trainer
Checkpointer
-------------
+============
.. automodule:: bob.ip.binseg.utils.checkpointer
Inference and Evaluation
-------------------------
+========================
.. automodule:: bob.ip.binseg.engine.inferencer
Plotting
---------
+========
.. automodule:: bob.ip.binseg.utils.plot
.. include:: links.rst
diff --git a/doc/benchmarkresults.rst b/doc/benchmarkresults.rst
index ad608b2e3d1e8c598057c8ff7751ff86fb9d8758..c0d6ae0a689c16f19197352735aace7c38a58be7 100644
--- a/doc/benchmarkresults.rst
+++ b/doc/benchmarkresults.rst
@@ -11,19 +11,19 @@ F1 Scores
* Benchmark results for models: DRIU, HED, M2UNet and U-Net.
* Models are trained and tested on the same dataset using the train-test split as indicated in :ref:`bob.ip.binseg.datasets`
-* standard-deviations across all test images are indicated in brakets
+* Standard-deviations across all test images are indicated in brakets
-+----------+-----------------+-----------------+-----------------+-----------------+-----------------+
-| F1 (std) | CHASEDB1 | DRIVE | HRF1168 | IOSTAR | STARE |
-+----------+-----------------+-----------------+-----------------+-----------------+-----------------+
-| DRIU | 0.8114 (0.0206) | 0.8226 (0.0142) | 0.7865 (0.0545) | 0.8273 (0.0199) | 0.8286 (0.0368) |
-+----------+-----------------+-----------------+-----------------+-----------------+-----------------+
-| HED | 0.8111 (0.0214) | 0.8192 (0.0136) | 0.7868 (0.0576) | 0.8275 (0.0201) | 0.8250 (0.0375) |
-+----------+-----------------+-----------------+-----------------+-----------------+-----------------+
-| M2UNet | 0.8035 (0.0195) | 0.8051 (0.0141) | 0.7838 (0.0572) | 0.8194 (0.0201) | 0.8174 (0.0409) |
-+----------+-----------------+-----------------+-----------------+-----------------+-----------------+
-| UNet | 0.8136 (0.0209) | 0.8237 (0.0145) | 0.7914 (0.0516) | 0.8203 (0.0190) | 0.8306 (0.0421) |
-+----------+-----------------+-----------------+-----------------+-----------------+-----------------+
++--------------------------------------------+------------------------------------------------+---------------------------------------------+-------------------------------------------+----------------------------------------------+---------------------------------------------+
+| F1 (std) | :ref:`bob.ip.binseg.configs.datasets.chasedb1` | :ref:`bob.ip.binseg.configs.datasets.drive` | :ref:`bob.ip.binseg.configs.datasets.hrf` | :ref:`bob.ip.binseg.configs.datasets.iostar` | :ref:`bob.ip.binseg.configs.datasets.stare` |
++--------------------------------------------+------------------------------------------------+---------------------------------------------+-------------------------------------------+----------------------------------------------+---------------------------------------------+
+| :ref:`bob.ip.binseg.configs.models.driu` | `0.8114 (0.0206) <driu_chasedb1.pth_>`_ | `0.8226 (0.0142) <driu_drive.pth_>`_ | `0.7865 (0.0545) <driu_hrf.pth_>`_ | `0.8273 (0.0199) <driu_iostar.pth_>`_ | `0.8286 (0.0368) <driu_stare.pth_>`_ |
++--------------------------------------------+------------------------------------------------+---------------------------------------------+-------------------------------------------+----------------------------------------------+---------------------------------------------+
+| :ref:`bob.ip.binseg.configs.models.hed` | 0.8111 (0.0214) | 0.8192 (0.0136) | 0.7868 (0.0576) | 0.8275 (0.0201) | 0.8250 (0.0375) |
++--------------------------------------------+------------------------------------------------+---------------------------------------------+-------------------------------------------+----------------------------------------------+---------------------------------------------+
+| :ref:`bob.ip.binseg.configs.models.m2unet` | `0.8035 (0.0195) <m2unet_chasedb1.pth_>`_ | `0.8051 (0.0141) <m2unet_drive.pth_>`_ | `0.7838 (0.0572) <m2unet_hrf.pth_>`_ | `0.8194 (0.0201) <m2unet_iostar.pth_>`_ | `0.8174 (0.0409) <m2unet_stare.pth_>`_ |
++--------------------------------------------+------------------------------------------------+---------------------------------------------+-------------------------------------------+----------------------------------------------+---------------------------------------------+
+| :ref:`bob.ip.binseg.configs.models.unet` | 0.8136 (0.0209) | 0.8237 (0.0145) | 0.7914 (0.0516) | 0.8203 (0.0190) | 0.8306 (0.0421) |
++--------------------------------------------+------------------------------------------------+---------------------------------------------+-------------------------------------------+----------------------------------------------+---------------------------------------------+
.. figure:: img/pr_CHASEDB1.png
@@ -65,3 +65,6 @@ F1 Scores
STARE: Precision vs Recall curve, F1 scores and
number of parameter of each model.
+
+
+.. include:: links.rst
diff --git a/doc/configs.rst b/doc/configs.rst
new file mode 100644
index 0000000000000000000000000000000000000000..85bbbe4de39d2e94b5b260736c78ce300a1a7231
--- /dev/null
+++ b/doc/configs.rst
@@ -0,0 +1,184 @@
+.. -*- coding: utf-8 -*-
+.. _bob.ip.binseg.configs:
+
+===============
+Configs
+===============
+
+Dataset Configs
+===============
+
+.. _bob.ip.binseg.configs.datasets.chasedb1:
+
+CHASEDB1
+----------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/chasedb1.py
+
+CHASEDB1TEST
+----------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/chasedb1test.py
+
+.. _bob.ip.binseg.configs.datasets.covd-drive:
+
+COVD-DRIVE
+----------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/starechasedb1iostarhrf544.py
+
+.. _bob.ip.binseg.configs.datasets.covd-drive_ssl:
+
+COVD-DRIVE_SSL
+----------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/starechasedb1iostarhrf544ssldrive.py
+
+
+.. _bob.ip.binseg.configs.datasets.covd-stare:
+
+COVD-STARE
+----------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/drivechasedb1iostarhrf608.py
+
+.. _bob.ip.binseg.configs.datasets.covd-stare_ssl:
+
+COVD-STARE_SSL
+----------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/drivechasedb1iostarhrf608sslstare.py
+
+
+.. _bob.ip.binseg.configs.datasets.covd-iostar:
+
+COVD-IOSTARVESSEL
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/drivestarechasedb1hrf1024.py
+
+.. _bob.ip.binseg.configs.datasets.covd-iostar_ssl:
+
+COVD-IOSTARVESSEL_SSL
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/drivestarechasedb1hrf1024ssliostar.py
+
+
+.. _bob.ip.binseg.configs.datasets.covd-hrf:
+
+COVD-HRF
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/drivestarechasedb1iostar1168.py
+
+.. _bob.ip.binseg.configs.datasets.covd-hrf_ssl:
+
+COVD-HRF_SSL
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/drivestarechasedb1iostar1168sslhrf.py
+
+
+.. _bob.ip.binseg.configs.datasets.covdchasedb1:
+
+COVD-CHASEDB1
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/drivestareiostarhrf960.py
+
+.. _bob.ip.binseg.configs.datasets.covdchasedb1_ssl:
+
+COVD-CHASEDB1_SSL
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/drivestareiostarhrf960.py
+
+
+.. _bob.ip.binseg.configs.datasets.drive:
+
+DRIVE
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/drive.py
+
+
+DRIVETEST
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/drivetest.py
+
+
+.. _bob.ip.binseg.configs.datasets.hrf:
+
+HRF
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/hrf1168.py
+
+HRFTEST
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/hrftest.py
+
+
+
+.. _bob.ip.binseg.configs.datasets.iostar:
+
+IOSTARVESSEL
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/iostarvessel.py
+
+IOSTARVESSELTEST
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/iostarvesseltest.py
+
+
+
+.. _bob.ip.binseg.configs.datasets.stare:
+
+STARE
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/stare.py
+
+STARETEST
+----------------------
+.. literalinclude:: ../bob/ip/binseg/configs/datasets/staretest.py
+
+
+
+Model Configs
+==============
+
+.. _bob.ip.binseg.configs.models.driu:
+
+DRIU
+-----
+.. literalinclude:: ../bob/ip/binseg/configs/models/driu.py
+
+
+.. _bob.ip.binseg.configs.models.driubn:
+
+DRIUBN
+------
+.. literalinclude:: ../bob/ip/binseg/configs/models/driubn.py
+
+
+.. _bob.ip.binseg.configs.models.hed:
+
+HED
+-----
+.. literalinclude:: ../bob/ip/binseg/configs/models/hed.py
+
+
+.. _bob.ip.binseg.configs.models.m2unet:
+
+M2UNet
+------
+.. literalinclude:: ../bob/ip/binseg/configs/models/m2unet.py
+
+
+.. _bob.ip.binseg.configs.models.unet:
+
+UNet
+-----
+.. literalinclude:: ../bob/ip/binseg/configs/models/unet.py
+
+
+.. _bob.ip.binseg.configs.models.driussl:
+
+DRIUSSL
+--------
+.. literalinclude:: ../bob/ip/binseg/configs/models/driussl.py
+
+
+.. _bob.ip.binseg.configs.models.m2unetssl:
+
+M2UNetSSL
+---------
+.. literalinclude:: ../bob/ip/binseg/configs/models/m2unetssl.py
+
diff --git a/doc/datasets.rst b/doc/datasets.rst
index 2543b80163bc863e7a5762b85c20f151e16240b4..64a0efa8cd145c0574554babc64abd112b54ff59 100644
--- a/doc/datasets.rst
+++ b/doc/datasets.rst
@@ -38,4 +38,4 @@ dataset folder structure:
-.. include:: links.rst
\ No newline at end of file
+.. include:: links.rst
diff --git a/doc/evaluation.rst b/doc/evaluation.rst
index 0f0df559ce53b8003088e5d87397d42eafdda2f9..3c22e88e0bcc60410ec112750da02761fea30ee7 100644
--- a/doc/evaluation.rst
+++ b/doc/evaluation.rst
@@ -35,39 +35,39 @@ of all evaluated models, namely all DRIU and M2U-Net variants:
-+--------------------+------------------------------------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------+
-| | 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 | | `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 <https://dl.dropboxusercontent.com/s/sw5ivfzgz5djirc/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 <https://dl.dropboxusercontent.com/s/15gxvhdtq0gw074/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_IOSTARVESSEL.pth <https://dl.dropboxusercontent.com/s/dx1dp8g4nct5r2z/DRIU_IOSTARVESSEL.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_HRF1168.pth <https://dl.dropboxusercontent.com/s/c02m2zyby1zndqx/DRIU_HRF1168.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`_ | |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
+| 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>`_ |
++--------------------+--------------------+--------------------------------------------------------------------------------------------------------------------+
@@ -80,3 +80,4 @@ To run evaluation of pretrained models pass url as ``-w`` argument. E.g.:
+.. include:: links.rst
diff --git a/doc/index.rst b/doc/index.rst
index db73f8d37288c9d3cb5bd0ecc97a887a3af0272c..629de2b872bcc47f8806a60f46995b3acb065706 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -22,6 +22,7 @@ Users Guide
evaluation
benchmarkresults
covdresults
+ configs
api
.. todolist::
diff --git a/doc/links.rst b/doc/links.rst
index 72a0f3e1682d61b0d3f4b62bc7980fbc561153e1..2183da004f6158447ea4e5cfcbf643750e859aef 100644
--- a/doc/links.rst
+++ b/doc/links.rst
@@ -60,3 +60,29 @@
.. Software Tools
.. _maskrcnn-benchmark: https://github.com/facebookresearch/maskrcnn-benchmark
+
+
+.. 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
+