Abstract: Highlights•We present a novel pipeline for detecting nearshore objects, called NVID.•YCLM precisely extracts correlated frame temporal information.•PDA acquires object spatial characteristics with minimal computational cost.•FRENet achieves efficient detection through fast re-parameterization.•Post-TensorRT quantization, NVIDIA is deployable on Jetson Nano in real-time.
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