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Mohammad Altillawi

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#diffusion models Preprint Sep 2026

Rethinking 3D Noise: Learning 3D-Aware Video Priors via Optimization-Free Morphological Perturbations

This work proposes 3D Morphological Perturbations as an optimization-free regularizer that preserves spatial consistency in 3D scene representations and treats each Gaussian as a fundamental building block and applies perturbations across its morphological parameter space via scale, rotation, and pruning.

Onat Şahin, Mohammad Altillawi, George Eskandar et al. · 0 citations