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arXiv cs.AI·

Trajectory-Aware Adaptive Inference in Object Detection Models

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In three linesAdaptive inference method for YOLOv8 in autonomous maritime navigation. Early-exit mechanism leverages GPS trajectory data (inter-vessel distances, convergence speeds) to partially activate the network. Reduces inference time and computational cost while maintaining detection performance.
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