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2026-09-20 03:06:47 -

Invariant Geometric Embeddings and High-Order Lie Group Manifolds in Generative Vision

1. The Geometric Invariant Revolution in Neural Rendering Classical computer graphics achieved visual realism by discretizing geometric primitives into triangular polygonal meshes rendered through rasterization pipelines. While computationally predictable, this approach struggles with complex volumetric phenomena, continuous morphological deformation, and photorealistic lighting interactions....

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