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This paper proposes SV-GCN, a single-stream multi-feature fusion framework with temporal invariance, and introduces intra-frame relative motion features to eliminate frame-rate sensitivity and embed heterogeneous cues at shallow layers, enabling early fusion without multi-stream complexity.