Native and Compact Structured Latents for 3D Generation
Hao Zhao, Hongyuan Zhu et al.
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#3DGeneration #LatentSpace #NeuralFields
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Implicit-ARAP: Efficient Handle-Guided Neural Field Deformation
Implicit‑ARAP enables handle‑guided deformation directly on neural signed distance fields, achieving near‑real‑time interaction and preserving high‑frequency detail. Read more: getnews.me/implicit-arap-efficient-... #neuralfields #arap
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Neural Field Reparameterization Improves 4DVAR Data Assimilation
Researchers introduced a neural‑field reformulation of 4DVAR that encodes the state, enabling parallel‑in‑time optimisation. It was tested on a 2‑D Navier‑Stokes flow benchmark. Read more: getnews.me/neural-field-reparameter... #neuralfields #4dvar
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MedFuncta Framework Advances Large-Scale Medical Neural Fields
MedFuncta encodes scans into a 1‑D latent vector to condition a shared network, cutting memory while preserving high‑resolution reconstruction. Code and MedNF dataset released. getnews.me/medfuncta-framework-adva... #medfuncta #neuralfields
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Radial Basis Functions Improve Neural Field Modeling on Surfaces
A new mesh‑free RBF framework solves neural field equations on curved surfaces with high‑order accuracy, avoiding mesh generation. Tests show convergence improves with node density. Read more: getnews.me/radial-basis-functions-i... #neuralfields #rbf
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