diff --git a/jsk_recognition_utils/package.xml b/jsk_recognition_utils/package.xml
index f36759a810..9b40f9751e 100644
--- a/jsk_recognition_utils/package.xml
+++ b/jsk_recognition_utils/package.xml
@@ -42,8 +42,10 @@
   <exec_depend>pcl_msgs</exec_depend>
   <exec_depend>pcl_ros</exec_depend>
   <exec_depend version_lt="7.0.0">python-chainer-pip</exec_depend>
+  <exec_depend condition="$ROS_PYTHON_VERSION == 2">python-chainercv-pip</exec_depend>
   <exec_depend condition="$ROS_PYTHON_VERSION == 2">python-skimage</exec_depend>
   <exec_depend condition="$ROS_PYTHON_VERSION == 3">python3-skimage</exec_depend>
+  <exec_depend>python-fcn-pip</exec_depend>
   <exec_depend>sensor_msgs</exec_depend>
   <exec_depend>std_msgs</exec_depend>
   <exec_depend>tf2_ros</exec_depend>
diff --git a/jsk_recognition_utils/python/jsk_recognition_utils/__init__.py b/jsk_recognition_utils/python/jsk_recognition_utils/__init__.py
index ff10544c75..f46cc3d1ab 100644
--- a/jsk_recognition_utils/python/jsk_recognition_utils/__init__.py
+++ b/jsk_recognition_utils/python/jsk_recognition_utils/__init__.py
@@ -1,13 +1,66 @@
-from jsk_recognition_utils import chainermodels
+from __future__ import print_function
+
+import sys
+
 from jsk_recognition_utils import color
 from jsk_recognition_utils import conversations
-from jsk_recognition_utils import datasets
 from jsk_recognition_utils import feature
 from jsk_recognition_utils import mask
 from jsk_recognition_utils import visualize
 from jsk_recognition_utils import geometry
 
 
+try:
+    import chainer  # NOQA
+    _chainer_available = True
+except ImportError:
+    _chainer_available = False
+
+try:
+    import chainercv  # NOQA
+    _chainercv_available = True
+except ImportError:
+    _chainercv_available = False
+
+try:
+    import fcn  # NOQA
+    _fcn_available = True
+except ImportError:
+    _fcn_available = False
+
+if _chainer_available and _chainercv_available and _fcn_available:
+    from jsk_recognition_utils import chainermodels  # NOQA
+else:
+    _depends = []
+    if not _chainer_available:
+        _depends.append('chainer\\<7.0.0')
+    if not _chainercv_available:
+        _depends.append('chainercv')
+    if not _fcn_available:
+        _depends.append('fcn')
+    print('''
+Please install {0}
+to import jsk_recognition_utils.chainermodels.
+
+    sudo pip install {1}
+'''.format(', '.join(_depends), ' '.join(_depends)), file=sys.stderr)
+
+if _chainer_available and _chainercv_available:
+    from jsk_recognition_utils import datasets  # NOQA
+else:
+    _depends = []
+    if not _chainer_available:
+        _depends.append('chainer\\<7.0.0')
+    if not _chainercv_available:
+        _depends.append('chainercv')
+    print('''
+Please install {0}
+to import jsk_recognition_utils.datasets.
+
+    sudo pip install {1}
+'''.format(', '.join(_depends), ' '.join(_depends)), file=sys.stderr)
+
+
 bounding_box_msg_to_aabb = conversations.bounding_box_msg_to_aabb
 rects_msg_to_ndarray = conversations.rects_msg_to_ndarray