Xin-Yue Liu

A contrastive learning framework with HuBERT for violin music emotion recognition

A CL-HuBERT (Contrastive Learning with HuBERT) framework that performs domain-adaptive continued pre-training of a HuBERT encoder via contrastive learning on unlabeled violin audio, followed by supervised fine-tuning for valence-arousal prediction achieves superior performance.