Detect and segment 3D objects in room after train only with list of room objects
Detect and segment 3D objects in room after train only with list of room objects
Recognizing 3D spaces without spatial labels
Facebook AI https://ai.facebook.com/blog/recognizing-3d-spaces-without-spatial-labels
3D Spatial Recognition without Spatially Labeled 3D
arXiv paper abstract https://arxiv.org/abs/2105.06461
arXiv PDF paper https://arxiv.org/pdf/2105.06461.pdf
Project Web page https://facebookresearch.github.io/WyPR
… Point cloud Recognition, requiring only scene-level class tags as supervision.
… WyPR can detect and segment objects in point cloud data without access to any spatial labels at training time. We demonstrate its efficacy using the ScanNet and S3DIS datasets, outperforming prior state of the art on weakly-supervised segmentation by more than 6% mIoU.
… WyPR outperforms standard approaches and establishes strong baselines for future work.
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