arxivcs.LGcs.AIcs.SD2026-06-28
AMR: Adaptive Modality Routing for Multimodal Polyglot Speaker Identification
Chuxiao Zuo, Yao Zhu, Minqiang Xu, Manhong Wang, Yunke Zhang, Fei Huang
Multimodal speaker identification systems face two key challenges in real-world deployment: missing modalities and language mismatch between training and testing conditions. In practical scenarios, background multi-speaker conversations, ambient noise, and overlapping speech furt…