MrNeRF (@janusch_patas)

2025-06-07 | โค๏ธ 149 | ๐Ÿ” 13


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MrNeRF (@janusch_patas)

QUEEN: QUantized Efficient ENcoding of Dynamic Gaussians for Streaming Free-viewpoint Videos

Contributions:

โ€ข We propose a Gaussian residual-based framework to model 3D dynamic scenes for online FVV without any structural constraints. This allows free learning of all 3D-GS attribute residuals, resulting in higher model expressiveness.

โ€ข We introduce a learned quantization-sparsity framework for compressing per-frame residuals, initializing and training it efficiently using viewspace gradient differences that separate dynamic and static scene content.

โ€ข On various challenging real-world dynamic scenes, we surpass existing state-of-the-art approaches on all metrics: reconstruction quality, memory utilization, and training and rendering speed.

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Tags

domain-dev-tools