RAVE: Rate-Adaptive Visual Encoding for 3D Gaussian Splatting
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Abstract (arXiv)
Recent advances in neural scene representations have transformed immersive multimedia, with 3D Gaussian Splatting (3DGS) enabling real-time photorealistic rendering. Despite its efficiency, 3DGS suffers from large memory requirements and costly training procedures, motivating efforts toward compression. Existing approaches, however, operate at fixed rates, limiting adaptability to varying bandwidth and device constraints. In this work, we propose a flexible compression scheme for 3DGS that supports interpolation at any rate between predefined bounds. Our method is computationally lightweight, requires no retraining for any rate, and preserves rendering quality across a broad range of operating points. Experiments demonstrate that the approach achieves efficient, high-quality compression while offering dynamic rate control, making it suitable for practical deployment in immersive applications. The code is available at https://github.com/inspiros/RAVE.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 13 of its 20 references that are in the map. First posted on arXiv 7 Dec 2025.
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References · 13
- 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,141
- 2021Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fieldscited by 2,013
- 2023Scaffold-GS: Structured 3D Gaussians for View-Adaptive Renderingcited by 684
- 2024HAC: Hash-grid Assisted Context for 3D Gaussian Splatting Compressioncited by 202
- 2024Recent Advances in 3D Gaussian Splattingcited by 130
- 2024ContextGS: Compact 3D Gaussian Splatting with Anchor Level Context Modelcited by 98
- 2024Speedy-Splat: Fast 3D Gaussian Splatting with Sparse Pixels and Sparse Primitivescited by 90
- 2024CompGS: Efficient 3D Scene Representation via Compressed Gaussian Splattingcited by 80
- 20243DGS.zip: A survey on 3D Gaussian Splatting Compression Methodscited by 66
- 2024On Scaling Up 3D Gaussian Splatting Trainingcited by 49
- 2024ELMGS: Enhancing memory and computation scaLability through coMpression for 3D Gaussian Splattingcited by 19
- 2025Compression in 3D Gaussian Splatting: A Survey of Methods, Trends, and Future Directionscited by 19
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