diff --git a/docs/conf.py b/docs/conf.py
index d8b473b46..f472acb30 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -11,6 +11,7 @@
 # documentation root, use os.path.abspath to make it absolute, like shown here.
 #
 import os
+import subprocess
 import sys
 
 sys.path.insert(0, os.path.abspath('..'))
@@ -77,3 +78,11 @@ html_theme = 'sphinx_rtd_theme'
 # relative to this directory. They are copied after the builtin static files,
 # so a file named "default.css" will overwrite the builtin "default.css".
 html_static_path = ['_static']
+
+
+def builder_inited_handler(app):
+    subprocess.run(['./stat.py'])
+
+
+def setup(app):
+    app.connect('builder-inited', builder_inited_handler)
diff --git a/docs/index.rst b/docs/index.rst
index caa667724..43f960ea0 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -7,6 +7,7 @@ Welcome to MMSegmenation's documentation!
    install.md
    getting_started.md
    config.md
+   modelzoo_statistics.md
    model_zoo.md
 
 .. toctree::
diff --git a/docs/stat.py b/docs/stat.py
new file mode 100644
index 000000000..dc310de33
--- /dev/null
+++ b/docs/stat.py
@@ -0,0 +1,42 @@
+#!/usr/bin/env python
+import glob
+import os.path as osp
+import re
+
+url_prefix = 'https://github.com/open-mmlab/mmsegmentation/blob/master/'
+
+files = sorted(glob.glob('../configs/*/README.md'))
+
+stats = []
+titles = []
+num_ckpts = 0
+
+for f in files:
+    url = osp.dirname(f.replace('../', url_prefix))
+
+    with open(f, 'r') as content_file:
+        content = content_file.read()
+
+    title = content.split('\n')[0].replace('#', '')
+    titles.append(title)
+    ckpts = set(x.lower().strip()
+                for x in re.findall(r'https?://download.*\.pth', content)
+                if 'mmsegmentation' in x)
+    num_ckpts += len(ckpts)
+    statsmsg = f"""
+\t* [{title}]({url}) ({len(ckpts)} ckpts)
+"""
+    stats.append((title, ckpts, statsmsg))
+
+msglist = '\n'.join(x for _, _, x in stats)
+
+modelzoo = f"""
+# Model Zoo Statistics
+
+* Number of papers: {len(titles)}
+* Number of checkpoints: {num_ckpts}
+{msglist}
+"""
+
+with open('modelzoo_statistics.md', 'w') as f:
+    f.write(modelzoo)