A review of automatic recognition technology for bird vocalizations in the deep learning era

•Deep learning-based automatic bird vocalization recognition methods were reviewed.•Developments of Pre-processing, Feature extraction and Recognition are focused.•Existing issues and prospects of bird vocalization recognition are highlighted.•Deep learning-based bird vocalization recognition has made recent advances.•Further studies on reliable and general bird vocalization recognition are required.