Abstract: Highlights•Multi-frame fusion module improved upon ACMix.•Spatio-temporal context driven deformation for improving multi-frame trackers.•Spatio-temporal transformation for improving synthesized data.•Sufficient experiments have demonstrated its effectiveness.
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