diff --git a/libbacktrace/config.h.in b/libbacktrace/config.h.in
index ee2616335c7f55d5784899ea8942b247bf2bbe37..9b8ab88ab630ed927d1f92ac2ac220beb41e7ab3 100644
--- a/libbacktrace/config.h.in
+++ b/libbacktrace/config.h.in
@@ -101,6 +101,9 @@
 /* Define to 1 if you have the <sys/types.h> header file. */
 #undef HAVE_SYS_TYPES_H
 
+/* Define to 1 if you have the <tlhelp32.h> header file. */
+#undef HAVE_TLHELP32_H
+
 /* Define to 1 if you have the <unistd.h> header file. */
 #undef HAVE_UNISTD_H
 
diff --git a/libbacktrace/configure b/libbacktrace/configure
index d6d6606a72c74353bbef449328ebf4840c1b02ec..ab94a85f45c1525a90bac2396a1a9885acb31f15 100755
--- a/libbacktrace/configure
+++ b/libbacktrace/configure
@@ -13523,6 +13523,21 @@ fi
 
 done
 
+for ac_header in tlhelp32.h
+do :
+  ac_fn_c_check_header_compile "$LINENO" "tlhelp32.h" "ac_cv_header_tlhelp32_h" "#ifdef HAVE_WINDOWS_H
+#  include <windows.h>
+#endif
+"
+if test "x$ac_cv_header_tlhelp32_h" = xyes; then :
+  cat >>confdefs.h <<_ACEOF
+#define HAVE_TLHELP32_H 1
+_ACEOF
+
+fi
+
+done
+
 
 # Check for the fcntl function.
 if test -n "${with_target_subdir}"; then
diff --git a/libbacktrace/configure.ac b/libbacktrace/configure.ac
index 3e0075a2b7930e11d1562a722bdafb09ca96b0dc..59e9c415db8f74d848e6c331667b25bea23f191d 100644
--- a/libbacktrace/configure.ac
+++ b/libbacktrace/configure.ac
@@ -380,6 +380,10 @@ if test "$have_loadquery" = "yes"; then
 fi
 
 AC_CHECK_HEADERS(windows.h)
+AC_CHECK_HEADERS(tlhelp32.h, [], [],
+[#ifdef HAVE_WINDOWS_H
+#  include <windows.h>
+#endif])
 
 # Check for the fcntl function.
 if test -n "${with_target_subdir}"; then
diff --git a/libbacktrace/pecoff.c b/libbacktrace/pecoff.c
index 9e437d810c73a115c5bbfa16359d693b997da29b..4f2678411785aee0ac8f704115c6a8fbf24bd45c 100644
--- a/libbacktrace/pecoff.c
+++ b/libbacktrace/pecoff.c
@@ -49,6 +49,18 @@ POSSIBILITY OF SUCH DAMAGE.  */
 #endif
 
 #include <windows.h>
+
+#ifdef HAVE_TLHELP32_H
+#include <tlhelp32.h>
+
+#ifdef UNICODE
+/* If UNICODE is defined, all the symbols are replaced by a macro to use the
+   wide variant. But we need the ansi variant, so undef the macros. */
+#undef MODULEENTRY32
+#undef Module32First
+#undef Module32Next
+#endif
+#endif
 #endif
 
 /* Coff file header.  */
@@ -592,7 +604,8 @@ coff_syminfo (struct backtrace_state *state, uintptr_t addr,
 static int
 coff_add (struct backtrace_state *state, int descriptor,
 	  backtrace_error_callback error_callback, void *data,
-	  fileline *fileline_fn, int *found_sym, int *found_dwarf)
+	  fileline *fileline_fn, int *found_sym, int *found_dwarf,
+	  uintptr_t module_handle ATTRIBUTE_UNUSED)
 {
   struct backtrace_view fhdr_view;
   off_t fhdr_off;
@@ -870,12 +883,7 @@ coff_add (struct backtrace_state *state, int descriptor,
     }
 
 #ifdef HAVE_WINDOWS_H
-  {
-    uintptr_t module_handle;
-
-    module_handle = (uintptr_t) GetModuleHandle (NULL);
-    base_address = module_handle - image_base;
-  }
+  base_address = module_handle - image_base;
 #endif
 
   if (!backtrace_dwarf_add (state, base_address, &dwarf_sections,
@@ -917,12 +925,61 @@ backtrace_initialize (struct backtrace_state *state,
   int found_sym;
   int found_dwarf;
   fileline coff_fileline_fn;
+  uintptr_t module_handle = 0;
+#ifdef HAVE_TLHELP32_H
+  fileline module_fileline_fn;
+  int module_found_sym;
+  HANDLE snapshot;
+#endif
+
+#ifdef HAVE_WINDOWS_H
+  module_handle = (uintptr_t) GetModuleHandle (NULL);
+#endif
 
   ret = coff_add (state, descriptor, error_callback, data,
-		  &coff_fileline_fn, &found_sym, &found_dwarf);
+		  &coff_fileline_fn, &found_sym, &found_dwarf, module_handle);
   if (!ret)
     return 0;
 
+#ifdef HAVE_TLHELP32_H
+  do
+    {
+      snapshot = CreateToolhelp32Snapshot (TH32CS_SNAPMODULE, 0);
+    }
+  while (snapshot == INVALID_HANDLE_VALUE
+	 && GetLastError () == ERROR_BAD_LENGTH);
+
+  if (snapshot != INVALID_HANDLE_VALUE)
+    {
+      MODULEENTRY32 entry;
+      BOOL ok;
+      entry.dwSize = sizeof (MODULEENTRY32);
+
+      for (ok = Module32First (snapshot, &entry); ok; ok = Module32Next (snapshot, &entry))
+	{
+	  if (strcmp (filename, entry.szExePath) == 0)
+	    continue;
+
+	  module_handle = (uintptr_t) entry.hModule;
+	  if (module_handle == 0)
+	    continue;
+
+	  descriptor = backtrace_open (entry.szExePath, error_callback, data,
+				       NULL);
+	  if (descriptor < 0)
+	    continue;
+
+	  coff_add (state, descriptor, error_callback, data,
+		    &module_fileline_fn, &module_found_sym, &found_dwarf,
+		    module_handle);
+	  if (module_found_sym)
+	    found_sym = 1;
+	}
+
+      CloseHandle (snapshot);
+    }
+#endif
+
   if (!state->threaded)
     {
       if (found_sym)