diff --git a/holoviews/plotting/bokeh/renderer.py b/holoviews/plotting/bokeh/renderer.py
index f1222f9c05..dd9772fc5b 100644
--- a/holoviews/plotting/bokeh/renderer.py
+++ b/holoviews/plotting/bokeh/renderer.py
@@ -1,18 +1,23 @@
 import uuid
 
-from ...core import Store, HoloMap
-from ..renderer import Renderer, MIME_TYPES
-from .widgets import BokehScrubberWidget, BokehSelectionWidget
-from .util import compute_static_patch, serialize_json
-
+import numpy as np
 import param
 from param.parameterized import bothmethod
 
+from bokeh.charts import Chart
 from bokeh.embed import notebook_div
 from bokeh.io import load_notebook
+from bokeh.model import _ModelInDocument as add_to_document
+from bokeh.models import (Row, Column, Plot, Model, ToolbarBox,
+                          WidgetBox, Div, DataTable, Tabs)
+from bokeh.plotting import Figure
 from bokeh.resources import CDN, INLINE
 
-from bokeh.model import _ModelInDocument as add_to_document
+from ...core import Store, HoloMap
+from ..renderer import Renderer, MIME_TYPES
+from .widgets import BokehScrubberWidget, BokehSelectionWidget
+from .util import compute_static_patch, serialize_json
+
 
 
 class BokehRenderer(Renderer):
@@ -114,7 +119,26 @@ def get_size(self_or_cls, plot):
 
         Returns a tuple of (width, height) in pixels.
         """
-        return (plot.state.height, plot.state.height)
+        if not isinstance(plot, Model):
+            plot = plot.state
+        if isinstance(plot, Div):
+            # Cannot compute size for Div
+            return 0, 0
+        elif isinstance(plot, (Row, Column, ToolbarBox, WidgetBox, Tabs)):
+            if not plot.children: return 0, 0
+            if isinstance(plot, Row) or (isinstance(plot, ToolbarBox) and plot.toolbar_location not in ['right', 'left']):
+                w_agg, h_agg = (np.sum, np.max)
+            elif isinstance(plot, Tabs):
+                w_agg, h_agg = (np.max, np.max)
+            else:
+                w_agg, h_agg = (np.max, np.sum)
+            widths, heights = zip(*[self_or_cls.get_size(child) for child in plot.children])
+            width, height = w_agg(widths), h_agg(heights)
+        elif isinstance(plot, (Chart, Figure)):
+            width, height = plot.plot_width, plot.plot_height
+        elif isinstance(plot, (Plot, DataTable)):
+            width, height = plot.width, plot.height
+        return width, height
 
     @classmethod
     def load_nb(cls, inline=True):
diff --git a/tests/testrenderclass.py b/tests/testrenderclass.py
index 5c35421b2a..175e86852c 100644
--- a/tests/testrenderclass.py
+++ b/tests/testrenderclass.py
@@ -9,7 +9,7 @@
 from unittest import SkipTest
 import numpy as np
 
-from holoviews import HoloMap, Image, ItemTable, Store
+from holoviews import HoloMap, Image, ItemTable, Store, GridSpace, Table
 from holoviews.core.util import unicode
 from holoviews.element.comparison import ComparisonTestCase
 from holoviews.plotting import Renderer
@@ -153,3 +153,36 @@ def test_save_html(self):
     def test_export_widgets(self):
         bytesio = BytesIO()
         self.renderer.export_widgets(self.map1, bytesio, fmt='widgets')
+
+    def test_get_size_single_plot(self):
+        plot = self.renderer.get_plot(self.image1)
+        w, h = self.renderer.get_size(plot)
+        self.assertEqual((w, h), (300, 300))
+
+    def test_get_size_row_plot(self):
+        plot = self.renderer.get_plot(self.image1+self.image2)
+        w, h = self.renderer.get_size(plot)
+        self.assertEqual((w, h), (600, 300))
+
+    def test_get_size_column_plot(self):
+        plot = self.renderer.get_plot((self.image1+self.image2).cols(1))
+        w, h = self.renderer.get_size(plot)
+        self.assertEqual((w, h), (300, 600))
+
+    def test_get_size_grid_plot(self):
+        grid = GridSpace({(i, j): self.image1 for i in range(3) for j in range(3)})
+        plot = self.renderer.get_plot(grid)
+        w, h = self.renderer.get_size(plot)
+        self.assertEqual((w, h), (360, 360))
+
+    def test_get_size_table(self):
+        table = Table(range(10), kdims=['x'])
+        plot = self.renderer.get_plot(table)
+        w, h = self.renderer.get_size(plot)
+        self.assertEqual((w, h), (400, 300))
+
+    def test_get_size_tables_in_layout(self):
+        table = Table(range(10), kdims=['x'])
+        plot = self.renderer.get_plot(table+table)
+        w, h = self.renderer.get_size(plot)
+        self.assertEqual((w, h), (680, 300))