GS Energy
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The Shell Plc company logo on a forecourt canopy at a petrol station in Brentwood, UK, on Thursday, Feb. 2, 2023. Shell posted a fourth-quarter profit that was well ahead of expectations as its natural gas business thrived, lifting the oil major to a record performance in 2022 fueled by soaring energy prices. Photographer: Chris Ratcliffe/Bloomberg
VEDAL: Variational Error-Driven Asynchronous Learning for 3D Gaussian Splatting Pruning
Announce Type: new Abstract: 3D Gaussian Splatting (3DGS) achieves remarkable novel view synthesis quality with real-time rendering, yet suffers from excessive memory consumption due to millions of Gaussian primitives. Existing pruning methods rely on heuristic importance scores or synchronous batch updates, leading to suboptimal compression and training instability. We propose VEDAL, a principled framework that formulates Gaussian pruning as variational free energy minimization.