ANALYSIS OF OBJECT DETECTION ACCURACY BASED ON THE DENSITY OF 3D POINT CLOUDS FOR DEEP LEARNING-BASED SHIPYARD DATASETS

Analysis of object detection accuracy based on the density of 3D point clouds for deep learning-based shipyard datasets

3D point clouds are a crucial data format for accurately capturing geometric information in large-scale industrial environments such as shipyards.Deep learning-based object detection technology using 3D point clouds enables automated production management and process optimization.However, the large volume characteristic of 3D point clouds remains a

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