#nerf2 articles

2 articles

AIBullisharXiv – CS AI · 4h ago2

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Evidential Neural Radiance Fields

Researchers introduce Evidential Neural Radiance Fields, a new probabilistic approach that enables uncertainty quantification in 3D scene modeling while maintaining rendering quality. The method addresses critical limitations in existing NeRF technology by capturing both aleatoric and epistemic uncertainty from a single forward pass, making neural radiance fields more suitable for safety-critical applications.

AIBullisharXiv – CS AI · 4h ago5

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DiffusionHarmonizer: Bridging Neural Reconstruction and Photorealistic Simulation with Online Diffusion Enhancer

Researchers introduce DiffusionHarmonizer, an AI framework that enhances neural reconstruction simulations for autonomous robots by converting multi-step image diffusion models into single-step enhancers. The system addresses artifacts in NeRF and 3D Gaussian Splatting methods while improving realism for applications like self-driving vehicle simulation.