Overall structure of the proposed MSSPE. The model comprises three main modules: (1) a Feature Extraction Module, which extracts features from spectral data, photometric images, and magnitude data; (2) a Feature Fusion Module, which integrates multisource features to enhance stellar parameter estimation accuracy; and (3) a Feature Reconstruction Module, which infers missing photometric information from available data to handle incomplete observations.