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Maritime computer vision is making strides in real-time feasibility, as evidenced by the MaCVi 2026 challenge results.
Forget complex cross-modal alignment: this method uses visual prompting with instance IDs and reinforcement learning to achieve a 20.9% m_IoU improvement on spatial-temporal video grounding.