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Research questionHow can dynamic 4D Gaussian splatting reduce per-scene storage without sacrificing view-synthesis quality or real-time rendering?Dynamic 4D Gaussian Splatting stores deformation representations and high-dimensional Gaussian attributes for each scene. Large deformation tables and point-cloud attributes can make scene files costly while real-time, high-quality novel-view rendering remains necessary.
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Latest papersRecent research connected to this question, newest first.CC-4DGS: Computational Deformation and Point-Cloud Compression for Storage-Efficient Dynamic Gaussian SplattingThe source evaluates a storage-efficient representation using computational deformation modeling and compressed canonical point-cloud attributes. Experiments on the N3DV and Technicolor Light Field datasets report 20–30 MB total scene storage, 1–3 MB deformation storage, 3–5× point-cloud reduction, comparable reconstruction accuracy to prior methods, and real-time rendering performance.research paper · Sep 2, 2026
Related questions
How can existing 3D Gaussian Splatting models be compacted for storage and transmission while preserving novel-view fidelity?How can feed-forward 3D Gaussian Splatting meet a fixed Gaussian budget without sacrificing novel-view quality?How can Gaussian splatting reduce per-primitive appearance memory without limiting angular detail?How can gradient-based 3D Gaussian Splatting reconstruct static and dynamic scenes reliably when distant pixels provide weak updates?