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This paper studies the sea sport vessel identification and tracking technology. First, an overview of maritime moving target detection and tracking research status right now the main salient region extraction, moving target identification and tracking methods are briefly outlined proposed based on visual attention and HOG feature fusion of sea vessels target detection method utilization multi-feature fusion particle filter algorithm to track the moving target.