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The results confirm that both and ATP are crucial for performance, while the fully‑connected design preserves speed.

Video Clip ──► V‑Enc ──► v ──► ──► GCMA ──► f ──► ATP ──► FC Head ──► ŷ Audio Clip ──► A‑Enc ──► a ──► fc2 3292343

| Model | Params (M) | Top‑1 (K700) | mAP (AVA) | mAP (AudioSet) | Latency (ms) | |---|---|---|---|---|---| | SlowFast + PANNs (late fusion) [10] | 85 | 77.6 | 41.2 | 54.1 | 48 | | Cross‑modal Transformer (CMT) [7] | 92 | 78.9 | 42.5 | 55.3 | 71 | | MMT‑Dual [8] | 61 | 79.5 | 43.8 | 55.8 | 55 | | | 48 | 81.3 | 45.6 | 56.9 | 28 | The results confirm that both and ATP are