mlsanityData to 7 Oct 2026

GIFStream: 4D Gaussian-based Immersive Video with Feature Stream

arXiv 2505.07539 ↗First posted 12 May 2025cs.CVcited by 23

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Abstract (arXiv)

Immersive video offers a 6-Dof-free viewing experience, potentially playing a key role in future video technology. Recently, 4D Gaussian Splatting has gained attention as an effective approach for immersive video due to its high rendering efficiency and quality, though maintaining quality with manageable storage remains challenging. To address this, we introduce GIFStream, a novel 4D Gaussian representation using a canonical space and a deformation field enhanced with time-dependent feature streams. These feature streams enable complex motion modeling and allow efficient compression by leveraging temporal correspondence and motion-aware pruning. Additionally, we incorporate both temporal and spatial compression networks for end-to-end compression. Experimental results show that GIFStream delivers high-quality immersive video at 30 Mbps, with real-time rendering and fast decoding on an RTX 4090. Project page: https://xdimlab.github.io/GIFStream

Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). Builds on 35 of its 42 references that are in the map. First posted on arXiv 12 May 2025.

Builds on

35 of 42 references.

References · 35

  1. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,029
  2. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,141
  3. 2020D-NeRF: Neural Radiance Fields for Dynamic Scenescited by 1,459
  4. 20234D Gaussian Splatting for Real-Time Dynamic Scene Renderingcited by 1,144
  5. 2018Variational image compression with a scale hyperpriorcited by 910
  6. 2023Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstructioncited by 753
  7. 2023K-Planes: Explicit Radiance Fields in Space, Time, and Appearancecited by 742
  8. 2023Dynamic 3D Gaussians: Tracking by Persistent Dynamic View Synthesiscited by 731
  9. 2023Scaffold-GS: Structured 3D Gaussians for View-Adaptive Renderingcited by 684
  10. 2023HexPlane: A Fast Representation for Dynamic Scenescited by 582
  11. 2023Real-time Photorealistic Dynamic Scene Representation and Rendering with 4D Gaussian Splattingcited by 470
  12. 2023LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPScited by 420
23 more
  1. 2023Compact 3D Gaussian Representation for Radiance Fieldcited by 365
  2. 2023Spacetime Gaussian Feature Splatting for Real-Time Dynamic View Synthesiscited by 341
  3. 2023SC-GS: Sparse-Controlled Gaussian Splatting for Editable Dynamic Scenescited by 339
  4. 2018DVC: An End-to-end Deep Video Compression Frameworkcited by 324
  5. 2023Compressed 3D Gaussian Splatting for Accelerated Novel View Synthesiscited by 232
  6. 2021Deep Contextual Video Compressioncited by 216
  7. 2024HAC: Hash-grid Assisted Context for 3D Gaussian Splatting Compressioncited by 202
  8. 2023EAGLES: Efficient Accelerated 3D Gaussians with Lightweight EncodingScited by 191
  9. 20244D-Rotor Gaussian Splatting: Towards Efficient Novel View Synthesis for Dynamic Scenescited by 185
  10. 2023Compact 3D Scene Representation via Self-Organizing Gaussian Gridscited by 147
  11. 2023DynMF: Neural Motion Factorization for Real-time Dynamic View Synthesis with 3D Gaussian Splattingcited by 124
  12. 2024Per-Gaussian Embedding-Based Deformation for Deformable 3D Gaussian Splattingcited by 104
  13. 2024GaussianFlow: Splatting Gaussian Dynamics for 4D Content Creationcited by 99
  14. 2023Neural Residual Radiance Fields for Streamably Free-Viewpoint Videoscited by 77
  15. 2022VCT: A Video Compression Transformercited by 74
  16. 2022Compressing Volumetric Radiance Fields to 1 MBcited by 66
  17. 2022Masked Wavelet Representation for Compact Neural Radiance Fieldscited by 57
  18. 2024MEGA: Memory-Efficient 4D Gaussian Splatting for Dynamic Scenescited by 45
  19. 2023Binary Radiance Fieldscited by 39
  20. 2024V^3: Viewing Volumetric Videos on Mobiles via Streamable 2D Dynamic Gaussianscited by 28
  21. 2023VideoRF: Rendering Dynamic Radiance Fields as 2D Feature Video Streamscited by 22
  22. 2024Compact 3D Gaussian Splatting for Static and Dynamic Radiance Fieldscited by 22
  23. 2024NeRFCodec: Neural Feature Compression Meets Neural Radiance Fields for Memory-Efficient Scene Representationcited by 16

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 4; 2026: 19.

23 papers.

Sort:

  1. 2025Optimized Minimal 4D Gaussian Splattingcited by 4
  2. 2025StreamSTGS: Streaming Spatial and Temporal Gaussian Grids for Real-Time Free-Viewpoint Videocited by 2
  3. 2025Splannequin: Freezing Monocular Mannequin-Challenge Footage with Dual-Detection Splattingcited by 2
  4. 2026PackUV: Packed Gaussian UV Maps for 4D Volumetric Videocited by 2
  5. 2025MoRel: Long-Range Flicker-Free 4D Motion Modeling via Anchor Relay-based Bidirectional Blending with Hierarchical Densificationcited by 1
  6. 2026TRiGS: Temporal Rigid-Body Motion for Scalable 4D Gaussian Splattingcited by 1
  7. 2026HPC: Hierarchical Point-based Latent Representation for Streaming Dynamic Gaussian Splatting Compressioncited by 0
  8. 2026Constrained Dynamic Gaussian Splattingcited by 0
  9. 2026Does it matter which Gaussians you pick in 4D Gaussian streaming?cited by 0
  10. 2026Director: Instance-aware Gaussian Splatting for Dynamic Scene Modeling and Understandingcited by 0
  11. 2026Realizing Immersive Volumetric Video: A Multimodal Framework for 6-DoF VR Engagementcited by 0
  12. 2026GeoRect4D: Geometry-Compatible Generative Rectification for Dynamic Sparse-View 3D Reconstructioncited by 0
11 more
  1. 2026CATRF: Codec-Adaptive TriPlane Radiance Fields for Volumetric Content Deliverycited by 0
  2. 20264D Reconstruction from Sparse Dynamic Camerascited by 0
  3. 2026DLGStream: Dynamic Language-embedded Guassian Splatting for Open-vocabulary Enabled Free-viewpoint Video Streamingcited by 0
  4. 2026ACA-GS: Adaptive-Capacity Anchored Gaussian Splatting for Compact Dynamic Radiance Fieldscited by 0
  5. 2026QuARC-GS: Quantized Anchored Residual Coding for Compact Dynamic Scene Streaming with Gaussian Splattingcited by 0
  6. 2026S2GS: Structured Sparse Gaussian Streaming for Efficient Free-Viewpoint Video Reconstruction on Edge-IoT Devicescited by 0
  7. 2026CC-4DGS: Computational Deformation and Point-Cloud Compression for Storage-Efficient Dynamic Gaussian Splattingcited by 0
  8. 2026Racing in Volume with Flow Ensemblescited by 0
  9. 2026Robust, Estimator-Agnostic Dynamic 3DGS Compressioncited by 0
  10. 2026Gaussian Splatting-based Volumetric Video Compression with Sparse 4D Anchorscited by 0
  11. 2026Reconstructing the Dynamic World: A Representation-Centric View of 4D Scene Reconstructioncited by 0