Zhongshuang Liang

A system for graded assessment and training pathway generation of musical performance talent capabilities based on multimodal deep learning

Accurate assessment of musical performance traditionally relies on expert judgment, which can be subjective, inconsistent, and difficult to scale. Existing automated evaluation systems often rely on single-modality inputs and fail to capture the complex interplay of audio quality...