diff --git a/scrapy/http/request/form.py b/scrapy/http/request/form.py
index d9d178a3e..95b38e990 100644
--- a/scrapy/http/request/form.py
+++ b/scrapy/http/request/form.py
@@ -170,9 +170,8 @@ def _get_clickable(clickdata, form):
     """
     clickables = [
         el for el in form.xpath(
-            'descendant::*[(self::input or self::button)'
-            ' and re:test(@type, "^submit$", "i")]'
-            '|descendant::button[not(@type)]',
+            'descendant::input[re:test(@type, "^(submit|image)$", "i")]'
+            '|descendant::button[not(@type) or re:test(@type, "^submit$", "i")]',
             namespaces={"re": "http://exslt.org/regular-expressions"})
         ]
     if not clickables:
diff --git a/tests/test_http_request.py b/tests/test_http_request.py
index fca8ff411..a042f03b6 100644
--- a/tests/test_http_request.py
+++ b/tests/test_http_request.py
@@ -544,6 +544,16 @@ class FormRequestTest(RequestTest):
         req = self.request_class.from_response(response, dont_click=True)
         fs = _qs(req)
         self.assertEqual(fs, {b'i1': [b'i1v'], b'i2': [b'i2v']})
+    
+    def test_from_response_clickdata_does_not_ignore_image(self):
+        response = _buildresponse(
+            """<form>
+            <input type="text" name="i1" value="i1v">
+            <input id="image" name="i2" type="image" value="i2v" alt="Login" src="http://my.image.org/1.jpg">
+            </form>""")
+        req = self.request_class.from_response(response)
+        fs = _qs(req)
+        self.assertEqual(fs, {b'i1': [b'i1v'], b'i2': [b'i2v']})
 
     def test_from_response_multiple_clickdata(self):
         response = _buildresponse(