Nature Communications, Published online: 21 June 2026; doi:10.1038/s41467-026-74716-3 Single-molecule fluorescence imaging struggles to distinguish signals from different molecular events when intensity profiles appear similar. Here, the authors introduce smDeepFLUOR, a deep learning framework that classifies spatiotemporal fluorescence signals with high accuracy across diverse molecular events, revealing subtle differences imperceptible to conventional analyses.