Abstract: Highlights•Quantized perception strategy finely maps image pixels to point clouds, enhancing 3D virtual point clouds.•Introduced dynamic 2D Gaussian distribution to refine feature matching accuracy.•Implemented a density-aware RoI network to filter and refine detection features.
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