point cloud line detection


What is 3D point cloud detection?

    3D point cloud detection shows remarkable signi?cance in real-world scenarios, such as autonomous driving [14, 43, 38, 44], in which the recent progress is largely driven by the emergence of high- precision LiDAR sensors and large-scale, densely annotated point cloud datasets [1, 6, 26].

Can transfer learning be used for point cloud detection?

    Notably, there exists another line of work discussing transfer learning for point cloud detection [28, 35, 3], which utilizes the self-training pipeline that retrains the model with pseudo-labels on target data.

What is part-a2net framework for 3D object detection from point cloud?

    (1) We proposed the Part-A2net framework for 3D object detection from point cloud, which boosts the 3D detection perfor- mance by using the free-of-charge intra-object part information to learning discriminative 3D features and by effectively aggregating the part features with RoI-aware pooling and sparse convolutions.

Can point cloud be used for 3D proposal generation?

    Based on this anchor-free strategy, our method not only fully explores the 3D information from point cloud for 3D proposal generation, but also avoids using a large set of prede?ned 3D anchor boxes in the 3D space by constraining the 3D proposals to be only generated by foreground points.
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