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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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0111 · Mar 202019922001200920172026
1 result for “surfels”
Pix2Shape: Towards Unsupervised Learning of 3D Scenes from Images using a View-based Representationcs.CV

Pix2Shape learns 3D scene representations from single images without supervision.

problem Learning 3D scene information from a single image without supervision.
method Pix2Shape uses an encoder, decoder, and critic network to generate 2.5D surfel-based reconstructions.
result Pix2Shape can generate complex 3D scenes from a single image, scaling with on-screen resolution.
3D scene reconstructionunsupervised learningimage to 3Dsurfelsdifferentiable rendering
2020-03-23abs ↗pdf ↗