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WiCluster: Passive Indoor 2D/3D Positioning using WiFi without Precise Labels (arxiv.org)
6 points by belter 25 days ago | hide | past | favorite | 2 comments



https://arxiv.org/pdf/2107.01002.pdf

"We propose a novel dimensionality reduction technique that uses cross-dimension and multi-scale clustering to preserve local and global structure. Combining this with representation learning we can generate a 2D/3D latent-space that is topologically close to the real space and can be used for zone-level classification already. We demonstrate that by incorporating some real-world measurements we can transport this to a Cartesian map. As a result we are able to predict precise 2D or 3D positions for a single person in a realistic indoor environment, without using any precise position labels during training."


Thanks!




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