diff --git a/lib/find/find.js b/lib/find/find.js
index 66db6df..6ad830c 100644
--- a/lib/find/find.js
+++ b/lib/find/find.js
@@ -60,7 +60,7 @@ function find(ctx, next) {
     var data = node.data || {}
     var props = data.hProperties || {}
     var id = props.name || props.id || data.id
-    var info = node.url ? urlToPath(node.url, config) : null
+    var info = node.url ? urlToPath(node.url, config, node.type) : null
     var fp
     var hash
 
@@ -182,7 +182,7 @@ function find(ctx, next) {
   }
 }
 
-function urlToPath(value, config) {
+function urlToPath(value, config, type) {
   var url
   var questionMarkIndex
   var numberSignIndex
@@ -222,7 +222,10 @@ function urlToPath(value, config) {
     // Currently, we’re ignoring this and just not supporting branches.
     value = value.split(slash).slice(1).join(slash)
 
-    return normalize(path.resolve(config.root, value + url.hash), config)
+    return normalize(
+      path.resolve(config.root, value + (type === 'image' ? '' : url.hash)),
+      config
+    )
   }
 
   // Remove the search: `?foo=bar`.
@@ -237,6 +240,12 @@ function urlToPath(value, config) {
     value =
       value.slice(0, questionMarkIndex) +
       (numberSignIndex === -1 ? '' : value.slice(numberSignIndex))
+    numberSignIndex = value.indexOf(numberSign)
+  }
+
+  // Ignore "headings" in image links: `image.png#metadata`
+  if (numberSignIndex !== -1 && type === 'image') {
+    value = value.slice(0, numberSignIndex)
   }
 
   // Local: `#heading`.
diff --git a/test/fixtures/images.md b/test/fixtures/images.md
index 848011a..2b1b17b 100644
--- a/test/fixtures/images.md
+++ b/test/fixtures/images.md
@@ -14,6 +14,8 @@ Absolute ![image reference][abs]
 
 Relative with whitespace ![image reference][rel-whitespace]
 
+Relative with heading ![image](./examples/image.jpg#metadata)
+
 <!-- Invalid: -->
 
 Relative ![missing image](./examples/missing.jpg)
diff --git a/test/fixtures/query-params.md b/test/fixtures/query-params.md
index eb5027e..ca08dcb 100644
--- a/test/fixtures/query-params.md
+++ b/test/fixtures/query-params.md
@@ -1,9 +1,11 @@
 # Query params
 
-Link to relative heading ![link](?foo=bar#query-params)
+Link to relative heading [link](?foo=bar#query-params)
 
 Link to an ![image](./examples/image.jpg?foo=bar)
 
+Link to an ![image](./examples/image.jpg?foo=bar#client-params) with hash
+
 And a file [link](./examples/github.md?foo=bar).
 
 Question mark in hash (invalid) [link](#query-params?).
diff --git a/test/index.js b/test/index.js
index 1ce0ad8..41ba923 100644
--- a/test/index.js
+++ b/test/index.js
@@ -1102,11 +1102,11 @@ test('remark-validate-links', function (t) {
           null,
           [
             'images.md',
-            '  19:10-19:50  warning  Link to unknown file: `examples/missing.jpg`. Did you mean `examples/image.jpg`  missing-file  remark-validate-links',
-            '  21:12-21:42  warning  Link to unknown file: `examples/missing.jpg`. Did you mean `examples/image.jpg`  missing-file  remark-validate-links',
-            '  23:10-23:89  warning  Link to unknown file: `examples/missing.jpg`. Did you mean `examples/image.jpg`  missing-file  remark-validate-links',
-            '   35:1-35:38  warning  Link to unknown file: `examples/missing.jpg`. Did you mean `examples/image.jpg`  missing-file  remark-validate-links',
-            '   37:1-37:77  warning  Link to unknown file: `examples/missing.jpg`. Did you mean `examples/image.jpg`  missing-file  remark-validate-links',
+            '  21:10-21:50  warning  Link to unknown file: `examples/missing.jpg`. Did you mean `examples/image.jpg`  missing-file  remark-validate-links',
+            '  23:12-23:42  warning  Link to unknown file: `examples/missing.jpg`. Did you mean `examples/image.jpg`  missing-file  remark-validate-links',
+            '  25:10-25:89  warning  Link to unknown file: `examples/missing.jpg`. Did you mean `examples/image.jpg`  missing-file  remark-validate-links',
+            '   37:1-37:38  warning  Link to unknown file: `examples/missing.jpg`. Did you mean `examples/image.jpg`  missing-file  remark-validate-links',
+            '   39:1-39:77  warning  Link to unknown file: `examples/missing.jpg`. Did you mean `examples/image.jpg`  missing-file  remark-validate-links',
             '',
             '⚠ 5 warnings',
             ''
@@ -1141,7 +1141,7 @@ test('remark-validate-links', function (t) {
           null,
           [
             'query-params.md',
-            '  9:33-9:55  warning  Link to unknown heading: `query-params?`. Did you mean `query-params`  missing-heading  remark-validate-links',
+            '  11:33-11:55  warning  Link to unknown heading: `query-params?`. Did you mean `query-params`  missing-heading  remark-validate-links',
             '',
             '⚠ 1 warning',
             ''