diff --git a/src/os-linux.c b/src/os-linux.c
index 1cc9ba52..652d6f2f 100644
--- a/src/os-linux.c
+++ b/src/os-linux.c
@@ -37,6 +37,7 @@ tdep_get_elf_image (struct elf_image *ei, pid_t pid, unw_word_t ip,
   struct map_iterator mi;
   int found = 0, rc;
   unsigned long hi;
+  char debug_path[PATH_MAX];
 
   if (maps_init (&mi, pid) < 0)
     return -1;
@@ -57,7 +58,12 @@ tdep_get_elf_image (struct elf_image *ei, pid_t pid, unw_word_t ip,
     {
       strncpy(path, mi.path, pathlen);
     }
-  rc = elf_map_image (ei, mi.path);
+  snprintf (debug_path, sizeof (debug_path), "/usr/lib/debug%s", mi.path);
+  rc = elf_map_image (ei, debug_path);
+  if (rc != 0)
+    {
+      rc = elf_map_image (ei, mi.path);
+    }
   maps_close (&mi);
   return rc;
 }