diff --git a/youtube_dl/extractor/bandcamp.py b/youtube_dl/extractor/bandcamp.py
index 6252cf5a2..be41bd5a2 100644
--- a/youtube_dl/extractor/bandcamp.py
+++ b/youtube_dl/extractor/bandcamp.py
@@ -245,7 +245,9 @@ class BandcampAlbumIE(InfoExtractor):
             self.url_result(
                 compat_urlparse.urljoin(url, t_path),
                 ie=BandcampIE.ie_key(),
-                video_title=self._html_search_regex(r'<span.*>(.+?)</span>', elem_content, 'title', fatal=False))
+                video_title=self._search_regex(
+                    r'<span\b[^>]+\bitemprop=["\']name["\'][^>]*>([^<]+)',
+                    elem_content, 'track title', fatal=False))
             for elem_content, t_path in track_elements
             if self._html_search_meta('duration', elem_content, default=None)]