diff --git a/CHANGELOG.md b/CHANGELOG.md
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 pandoc-plot uses [Semantic Versioning](http://semver.org/spec/v2.0.0.html)
 
+## Release 1.9.1
+
+* Fixed an issue where extra parameters were not passed down to `pandoc`, depending on the output format (#38).
+
 ## Release 1.9.0
 
 * Added support for [Mermaid](https://mermaid.js.org/), thanks to a contribution by Sanchayan Maity (#74).
diff --git a/pandoc-plot.cabal b/pandoc-plot.cabal
--- a/pandoc-plot.cabal
+++ b/pandoc-plot.cabal
@@ -1,6 +1,6 @@
 cabal-version:  2.2
 name:           pandoc-plot
-version:        1.9.0
+version:        1.9.1
 synopsis:       A Pandoc filter to include figures generated from code blocks using your plotting toolkit of choice.
 description:    A Pandoc filter to include figures generated from code blocks. 
                 Keep the document and code in the same location. Output is 
diff --git a/src/Text/Pandoc/Filter/Plot/Embed.hs b/src/Text/Pandoc/Filter/Plot/Embed.hs
--- a/src/Text/Pandoc/Filter/Plot/Embed.hs
+++ b/src/Text/Pandoc/Filter/Plot/Embed.hs
@@ -86,7 +86,7 @@
     -- so that pandoc-plot plays nice with pandoc-crossref and other filters
     figureWith as (simpleCaption (plain caption')) $
       plain $
-        imageWith mempty (pack fp) mempty caption'
+        imageWith as (pack fp) mempty caption'
 
 -- TODO: also add the case where SVG plots can be
 --       embedded in HTML output
@@ -111,19 +111,22 @@
 --     |]
 
 latexInput :: Attr -> FilePath -> Inlines -> PlotM Block
-latexInput _ fp caption' = do
+latexInput (_, _, attrs) fp caption' = do
   renderedCaption' <- writeLatex caption'
   let renderedCaption =
         if renderedCaption' /= ""
           then [st|\caption{#{renderedCaption'}}|]
           else ""
+  -- We need to propagate extra attributes, for example, to control
+  -- figure sizes. See #38
+  let renderedExtraAttributes = mconcat $ [key <> "=" <> value | (key, value) <- attrs]
   return $
     RawBlock
       "latex"
       [st|
     \begin{figure}
         \centering
-        \input{#{pack $ normalizePath $ fp}}
+        \includegraphics[#{renderedExtraAttributes}]{#{pack $ normalizePath $ fp}}
         #{renderedCaption}
     \end{figure}
         |]
diff --git a/src/Text/Pandoc/Filter/Plot/Parse.hs b/src/Text/Pandoc/Filter/Plot/Parse.hs
--- a/src/Text/Pandoc/Filter/Plot/Parse.hs
+++ b/src/Text/Pandoc/Filter/Plot/Parse.hs
@@ -117,6 +117,8 @@
               extraAttrs = Map.toList extraAttrs'
               blockAttrs = (id', filter (/= cls toolkit) classes, filteredAttrs)
 
+          debug $ "Propagating attributes unrelated to pandoc-plot: " <> tshow blockAttrs
+
           let blockDependencies = parseFileDependencies $ fromMaybe mempty $ Map.lookup (tshow DependenciesK) attrs'
               dependencies = defaultDependencies conf <> blockDependencies