Active volcanoes represent a significant hazard to surrounding communities, requiring continuous and reliable monitoring. While seismic signals constitute the main source of information, each volcano produces massive datasets that are difficult to process and interpret manually. Consequently, automated recognition and localization systems have become essential for the real-time detection and assessment of volcanic activity. This article presents a systematic mapping of the state of the art in au