diff --git a/sphinx/builders/latex/__init__.py b/sphinx/builders/latex/__init__.py
index 3a0d9fd62..fe5b44c3d 100644
--- a/sphinx/builders/latex/__init__.py
+++ b/sphinx/builders/latex/__init__.py
@@ -19,7 +19,9 @@ from six import text_type
 
 from sphinx import package_dir, addnodes, highlighting
 from sphinx.builders import Builder
-from sphinx.builders.latex.transforms import FootnoteDocnameUpdater, ShowUrlsTransform
+from sphinx.builders.latex.transforms import (
+    FootnoteDocnameUpdater, LaTeXFootnoteTransform, ShowUrlsTransform
+)
 from sphinx.config import string_classes, ENUM
 from sphinx.environment import NoUri
 from sphinx.environment.adapters.asset import ImageAdapter
@@ -219,7 +221,8 @@ class LaTeXBuilder(Builder):
         transformer = SphinxTransformer(doctree)
         transformer.set_environment(self.env)
         transformer.add_transforms([SubstitutionDefinitionsRemover,
-                                    ShowUrlsTransform])
+                                    ShowUrlsTransform,
+                                    LaTeXFootnoteTransform])
         transformer.apply_transforms()
 
     def finish(self):
diff --git a/sphinx/builders/latex/nodes.py b/sphinx/builders/latex/nodes.py
new file mode 100644
index 000000000..bc05538ae
--- /dev/null
+++ b/sphinx/builders/latex/nodes.py
@@ -0,0 +1,23 @@
+# -*- coding: utf-8 -*-
+"""
+    sphinx.builders.latex.nodes
+    ~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+    docutils nodes for LaTeX builder.
+
+    :copyright: Copyright 2007-2018 by the Sphinx team, see AUTHORS.
+    :license: BSD, see LICENSE for details.
+"""
+
+from docutils import nodes
+
+
+class footnotemark(nodes.Inline, nodes.Referential, nodes.TextElement):
+    """A node represents ``\footnotemark``."""
+    pass
+
+
+class footnotetext(nodes.General, nodes.BackLinkable, nodes.Element,
+                   nodes.Labeled, nodes.Targetable):
+    """A node represents ``\footnotetext``."""
+    pass
diff --git a/sphinx/builders/latex/transforms.py b/sphinx/builders/latex/transforms.py
index bb0611d11..91b14b51f 100644
--- a/sphinx/builders/latex/transforms.py
+++ b/sphinx/builders/latex/transforms.py
@@ -12,6 +12,7 @@
 from docutils import nodes
 
 from sphinx import addnodes
+from sphinx.builders.latex.nodes import footnotemark, footnotetext
 from sphinx.transforms import SphinxTransform
 
 if False:
@@ -35,6 +36,8 @@ class ShowUrlsTransform(SphinxTransform):
     """Expand references to inline text or footnotes.
 
     For more information, see :confval:`latex_show_urls`.
+
+    .. note:: This transform is used for integrated doctree
     """
     default_priority = 400
 
@@ -165,3 +168,302 @@ class FootnoteCollector(nodes.NodeVisitor):
     def visit_footnote_reference(self, node):
         # type: (nodes.footnote_reference) -> None
         self.footnote_refs.append(node)
+
+
+class LaTeXFootnoteTransform(SphinxTransform):
+    """Convert footnote definitions and references to appropriate form to LaTeX.
+
+    * Replace footnotes on restricted zone (e.g. headings) by footnotemark node.
+      In addition, append a footnotetext node after the zone.
+
+      Before::
+
+          <section>
+              <title>
+                  headings having footnotes
+                  <footnote_reference>
+                      1
+              <footnote ids="1">
+                  <label>
+                      1
+                  <paragraph>
+                      footnote body
+
+      After::
+
+          <section>
+              <title>
+                  headings having footnotes
+                  <footnotemark>
+                      1
+              <footnotetext>
+                  footnote body
+              <footnotetext>
+                  <label>
+                      1
+                  <paragraph>
+                      footnote body
+
+    * Integrate footnote definitions and footnote references to single footnote node
+
+      Before::
+
+          blah blah blah
+          <footnote_reference refid="id1">
+              1
+          blah blah blah ...
+
+          <footnote ids="1">
+              <label>
+                  1
+              <paragraph>
+                  footnote body
+
+      After::
+
+          blah blah blah
+          <footnote ids="1">
+              <label>
+                  1
+              <paragraph>
+                  footnote body
+          blah blah blah ...
+
+    * Replace second and subsequent footnote references which refers same footnote definition
+      by footnotemark node.
+
+      Before::
+
+          blah blah blah
+          <footnote_reference refid="id1">
+              1
+          blah blah blah
+          <footnote_reference refid="id1">
+              1
+          blah blah blah ...
+
+          <footnote ids="1">
+              <label>
+                  1
+              <paragraph>
+                  footnote body
+
+      After::
+
+          blah blah blah
+          <footnote ids="1">
+              <label>
+                  1
+              <paragraph>
+                  footnote body
+          blah blah blah
+          <footnotemark>
+              1
+          blah blah blah ...
+
+    * Remove unreferenced footnotes
+
+      Before::
+
+          <footnote ids="1">
+              <label>
+                  1
+              <paragraph>
+                  Unreferenced footnote!
+
+      After::
+
+          <!-- nothing! -->
+
+    * Move footnotes in a title of table or thead to head of tbody
+
+      Before::
+
+          <table>
+              <title>
+                  title having footnote_reference
+                  <footnote_reference refid="1">
+                      1
+              <tgroup>
+                  <thead>
+                      <row>
+                          <entry>
+                              header having footnote_reference
+                              <footnote_reference refid="2">
+                                  2
+                  <tbody>
+                      <row>
+                      ...
+
+          <footnote ids="1">
+              <label>
+                  1
+              <paragraph>
+                  footnote body
+
+          <footnote ids="2">
+              <label>
+                  2
+              <paragraph>
+                  footnote body
+
+      After::
+
+          <table>
+              <title>
+                  title having footnote_reference
+                  <footnotemark>
+                      1
+              <tgroup>
+                  <thead>
+                      <row>
+                          <entry>
+                              header having footnote_reference
+                              <footnotemark>
+                                  2
+                  <tbody>
+                      <footnotetext>
+                          <label>
+                              1
+                          <paragraph>
+                              footnote body
+
+                      <footnotetext>
+                          <label>
+                              2
+                          <paragraph>
+                              footnote body
+                      <row>
+                      ...
+    """
+
+    default_priority = 600
+
+    def apply(self):
+        footnotes = list(self.document.traverse(nodes.footnote))
+        for node in footnotes:
+            node.parent.remove(node)
+
+        visitor = LaTeXFootnoteVisitor(self.document, footnotes)
+        self.document.walkabout(visitor)
+
+
+class LaTeXFootnoteVisitor(nodes.NodeVisitor):
+    def __init__(self, document, footnotes):
+        # type: (nodes.document, List[nodes.footnote]) -> None
+        self.appeared = set()       # type: Set[Tuple[unicode, nodes.footnote]]
+        self.footnotes = footnotes  # type: List[nodes.footnote]
+        self.pendings = []          # type: List[nodes.Node]
+        self.table_footnotes = []   # type: List[nodes.Node]
+        self.restricted = None      # type: nodes.Node
+        nodes.NodeVisitor.__init__(self, document)
+
+    def unknown_visit(self, node):
+        # type: (nodes.Node) -> None
+        pass
+
+    def unknown_departure(self, node):
+        # type: (nodes.Node) -> None
+        pass
+
+    def restrict(self, node):
+        # type: (nodes.Node) -> None
+        if self.restricted is None:
+            self.restricted = node
+
+    def unrestrict(self, node):
+        # type: (nodes.Node) -> None
+        if self.restricted == node:
+            self.restricted = None
+            pos = node.parent.index(node)
+            for i, footnote, in enumerate(self.pendings):
+                fntext = footnotetext('', *footnote.children)
+                node.parent.insert(pos + i + 1, fntext)
+            self.pendings = []
+
+    def visit_figure(self, node):
+        # type: (nodes.Node) -> None
+        self.restrict(node)
+
+    def depart_figure(self, node):
+        # type: (nodes.Node) -> None
+        self.unrestrict(node)
+
+    def visit_term(self, node):
+        # type: (nodes.Node) -> None
+        self.restrict(node)
+
+    def depart_term(self, node):
+        # type: (nodes.Node) -> None
+        self.unrestrict(node)
+
+    def visit_caption(self, node):
+        # type: (nodes.Node) -> None
+        self.restrict(node)
+
+    def depart_caption(self, node):
+        # type: (nodes.Node) -> None
+        self.unrestrict(node)
+
+    def visit_title(self, node):
+        # type: (nodes.Node) -> None
+        if isinstance(node.parent, (nodes.section, nodes.table)):
+            self.restrict(node)
+
+    def depart_title(self, node):
+        # type: (nodes.Node) -> None
+        if isinstance(node.parent, nodes.section):
+            self.unrestrict(node)
+        elif isinstance(node.parent, nodes.table):
+            self.table_footnotes += self.pendings
+            self.pendings = []
+            self.unrestrict(node)
+
+    def visit_thead(self, node):
+        # type: (nodes.Node) -> None
+        self.restrict(node)
+
+    def depart_thead(self, node):
+        # type: (nodes.Node) -> None
+        self.table_footnotes += self.pendings
+        self.pendings = []
+        self.unrestrict(node)
+
+    def depart_table(self, node):
+        # type: (nodes.Node) -> None
+        tbody = list(node.traverse(nodes.tbody))[0]
+        for footnote in reversed(self.table_footnotes):
+            fntext = footnotetext('', *footnote.children)
+            tbody.insert(0, fntext)
+
+        self.table_footnotes = []
+
+    def visit_footnote_reference(self, node):
+        # type: (nodes.Node) -> None
+        number = node.astext().strip()
+        docname = node['docname']
+        if self.restricted:
+            mark = footnotemark('', number)
+            node.replace_self(mark)
+            if (docname, number) not in self.appeared:
+                footnote = self.get_footnote_by_reference(node)
+                self.pendings.append(footnote)
+        elif (docname, number) in self.appeared:
+            mark = footnotemark('', number)
+            node.replace_self(mark)
+        else:
+            footnote = self.get_footnote_by_reference(node)
+            self.footnotes.remove(footnote)
+            node.replace_self(footnote)
+
+        self.appeared.add((docname, number))
+        raise nodes.SkipNode
+
+    def get_footnote_by_reference(self, node):
+        # type: (nodes.Node) -> nodes.Node
+        docname = node['docname']
+        for footnote in self.footnotes:
+            if docname == footnote['docname'] and footnote['ids'][0] == node['refid']:
+                return footnote
+
+        return None
diff --git a/sphinx/writers/latex.py b/sphinx/writers/latex.py
index e7d04fe93..2fb14cf88 100644
--- a/sphinx/writers/latex.py
+++ b/sphinx/writers/latex.py
@@ -23,6 +23,7 @@ from six import itervalues, text_type
 
 from sphinx import addnodes
 from sphinx import highlighting
+from sphinx.builders.latex.nodes import footnotetext
 from sphinx.builders.latex.transforms import URI_SCHEMES, ShowUrlsTransform  # NOQA  # for compatibility
 from sphinx.errors import SphinxError
 from sphinx.locale import admonitionlabels, _, __
@@ -834,7 +835,6 @@ class LaTeXTranslator(nodes.NodeVisitor):
 
     def visit_document(self, node):
         # type: (nodes.Node) -> None
-        self.footnotestack.append(self.collect_footnotes(node))
         self.curfilestack.append(node.get('docname', ''))
         if self.first_document == 1:
             # the first document is all the regular content ...
@@ -868,8 +868,6 @@ class LaTeXTranslator(nodes.NodeVisitor):
 
     def visit_start_of_file(self, node):
         # type: (nodes.Node) -> None
-        # collect new footnotes
-        self.footnotestack.append(self.collect_footnotes(node))
         # also add a document target
         self.next_section_ids.add(':doc')
         self.curfilestack.append(node['docname'])
@@ -898,7 +896,6 @@ class LaTeXTranslator(nodes.NodeVisitor):
 
     def depart_start_of_file(self, node):
         # type: (nodes.Node) -> None
-        self.footnotestack.pop()
         self.curfilestack.pop()
         self.hlsettingstack.pop()
 
@@ -1010,7 +1007,6 @@ class LaTeXTranslator(nodes.NodeVisitor):
                     self.body.append(r'\%s%s{' % (self.sectionnames[-1], short))
                 self.context.append('}\n')
 
-                self.restrict_footnote(node)
                 if self.next_section_ids:
                     for id in self.next_section_ids:
                         self.context[-1] += self.hypertarget(id, anchor=False)
@@ -1027,7 +1023,6 @@ class LaTeXTranslator(nodes.NodeVisitor):
         elif isinstance(parent, nodes.table):
             # Redirect body output until title is finished.
             self.pushbody([])
-            self.restrict_footnote(node)
         else:
             logger.warning(__('encountered title node not in section, topic, table, '
                               'admonition or sidebar'),
@@ -1041,14 +1036,8 @@ class LaTeXTranslator(nodes.NodeVisitor):
         self.in_title = 0
         if isinstance(node.parent, nodes.table):
             self.table.caption = self.popbody()
-            # temporary buffer for footnotes from caption
-            self.pushbody([])
-            self.unrestrict_footnote(node)
-            # the footnote texts from caption
-            self.table.caption_footnotetexts = self.popbody()
         else:
             self.body.append(self.context.pop())
-            self.unrestrict_footnote(node)
 
     def visit_subtitle(self, node):
         # type: (nodes.Node) -> None
@@ -1224,32 +1213,20 @@ class LaTeXTranslator(nodes.NodeVisitor):
         self.body.append(self.context.pop())
 
     def visit_footnote(self, node):
-        # type: (nodes.Node) -> None
-        raise nodes.SkipNode
-
-    def visit_collected_footnote(self, node):
         # type: (nodes.Node) -> None
         self.in_footnote += 1
-        if 'footnotetext' in node:
-            self.body.append('%%\n\\begin{footnotetext}[%s]'
-                             '\\sphinxAtStartFootnote\n' % node['number'])
+        if self.in_parsed_literal:
+            self.body.append('\\begin{footnote}[%s]' % node[0].astext())
         else:
-            if self.in_parsed_literal:
-                self.body.append('\\begin{footnote}[%s]' % node['number'])
-            else:
-                self.body.append('%%\n\\begin{footnote}[%s]' % node['number'])
-            self.body.append('\\sphinxAtStartFootnote\n')
+            self.body.append('%%\n\\begin{footnote}[%s]' % node[0].astext())
+        self.body.append('\\sphinxAtStartFootnote\n')
 
-    def depart_collected_footnote(self, node):
+    def depart_footnote(self, node):
         # type: (nodes.Node) -> None
-        if 'footnotetext' in node:
-            # the \ignorespaces in particular for after table header use
-            self.body.append('%\n\\end{footnotetext}\\ignorespaces ')
+        if self.in_parsed_literal:
+            self.body.append('\\end{footnote}')
         else:
-            if self.in_parsed_literal:
-                self.body.append('\\end{footnote}')
-            else:
-                self.body.append('%\n\\end{footnote}')
+            self.body.append('%\n\\end{footnote}')
         self.in_footnote -= 1
 
     def visit_label(self, node):
@@ -1320,25 +1297,15 @@ class LaTeXTranslator(nodes.NodeVisitor):
         # type: (nodes.Node) -> None
         # Redirect head output until header is finished.
         self.pushbody(self.table.header)
-        # footnotes in longtable header must be restricted
-        self.restrict_footnote(node)
 
     def depart_thead(self, node):
         # type: (nodes.Node) -> None
         self.popbody()
-        # temporary buffer for footnotes from table header
-        self.pushbody([])
-        self.unrestrict_footnote(node)
-        # the footnote texts from header
-        self.table.header_footnotetexts = self.popbody()
 
     def visit_tbody(self, node):
         # type: (nodes.Node) -> None
         # Redirect body output until table is finished.
         self.pushbody(self.table.body)
-        # insert footnotetexts from header at start of body (due to longtable)
-        # those from caption are handled by templates (to allow caption at foot)
-        self.body.extend(self.table.header_footnotetexts)
 
     def depart_tbody(self, node):
         # type: (nodes.Node) -> None
@@ -1534,13 +1501,11 @@ class LaTeXTranslator(nodes.NodeVisitor):
         if node.get('ids'):
             ctx += self.hypertarget(node['ids'][0])
         self.body.append('\\item[{')
-        self.restrict_footnote(node)
         self.context.append(ctx)
 
     def depart_term(self, node):
         # type: (nodes.Node) -> None
         self.body.append(self.context.pop())
-        self.unrestrict_footnote(node)
         self.in_term -= 1
 
     def visit_classifier(self, node):
@@ -1591,8 +1556,9 @@ class LaTeXTranslator(nodes.NodeVisitor):
                 not isinstance(node.parent[index - 1], nodes.compound)):
             # insert blank line, if the paragraph follows a non-paragraph node in a compound
             self.body.append('\\noindent\n')
-        elif index == 0 and isinstance(node.parent, nodes.footnote):
-            # don't insert blank line, if the paragraph is first child of a footnote
+        elif index == 1 and isinstance(node.parent, (nodes.footnote, footnotetext)):
+            # don't insert blank line, if the paragraph is second child of a footnote
+            # (first one is label node)
             pass
         else:
             self.body.append('\n')
@@ -1735,7 +1701,6 @@ class LaTeXTranslator(nodes.NodeVisitor):
             ids += self.hypertarget(id, anchor=False)
         if node['ids']:
             ids += self.hypertarget(node['ids'][0], anchor=False)
-        self.restrict_footnote(node)
         if (len(node.children) and
            isinstance(node.children[0], nodes.image) and
            node.children[0]['ids']):
@@ -1774,12 +1739,10 @@ class LaTeXTranslator(nodes.NodeVisitor):
     def depart_figure(self, node):
         # type: (nodes.Node) -> None
         self.body.append(self.context.pop())
-        self.unrestrict_footnote(node)
 
     def visit_caption(self, node):
         # type: (nodes.Node) -> None
         self.in_caption += 1
-        self.restrict_footnote(node)
         if self.in_container_literal_block:
             self.body.append('\\sphinxSetupCaptionForVerbatim{')
         elif self.in_minipage and isinstance(node.parent, nodes.figure):
@@ -1793,7 +1756,6 @@ class LaTeXTranslator(nodes.NodeVisitor):
         # type: (nodes.Node) -> None
         self.body.append('}')
         self.in_caption -= 1
-        self.unrestrict_footnote(node)
 
     def visit_legend(self, node):
         # type: (nodes.Node) -> None
@@ -2172,27 +2134,26 @@ class LaTeXTranslator(nodes.NodeVisitor):
 
     def visit_footnote_reference(self, node):
         # type: (nodes.Node) -> None
-        num = node.astext().strip()
-        try:
-            footnode, used = self.footnotestack[-1][num]
-        except (KeyError, IndexError):
-            raise nodes.SkipNode
-        # if a footnote has been inserted once, it shouldn't be repeated
-        # by the next reference
-        if used:
-            self.body.append('\\sphinxfootnotemark[%s]' % num)
-        elif self.footnote_restricted:
-            self.footnotestack[-1][num][1] = True
-            self.body.append('\\sphinxfootnotemark[%s]' % num)
-            self.pending_footnotes.append(footnode)
-        else:
-            self.footnotestack[-1][num][1] = True
-            footnode.walkabout(self)  # type: ignore
-        raise nodes.SkipChildren
+        raise nodes.SkipNode
 
-    def depart_footnote_reference(self, node):
+    def visit_footnotemark(self, node):
         # type: (nodes.Node) -> None
-        pass
+        self.body.append('\\sphinxfootnotemark[')
+
+    def depart_footnotemark(self, node):
+        # type: (nodes.Node) -> None
+        self.body.append(']')
+
+    def visit_footnotetext(self, node):
+        # type: (nodes.Node) -> None
+        number = node[0].astext()
+        self.body.append('%%\n\\begin{footnotetext}[%s]'
+                         '\\sphinxAtStartFootnote\n' % number)
+
+    def depart_footnotetext(self, node):
+        # type: (nodes.Node) -> None
+        # the \ignorespaces in particular for after table header use
+        self.body.append('%\n\\end{footnotetext}\\ignorespaces ')
 
     def visit_literal_block(self, node):
         # type: (nodes.Node) -> None