Polis: 3D Self-Supervision at City Scale
The results show that distributionally-regularized joint embedding architectures can be successful on challenging city-scale 3D scenes, and that transfer improves when self-supervision is designed for the capture geometry and spatial context of this domain while also revealing the limits of this specialization.
A. Rusnak, S. Kovalenko, Jingru Wang et al.
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