mlsanityData to 14 Oct 2026

NeRFCom: Feature Transform Coding Meets Neural Radiance Field for Free-View 3D Scene Semantic Transmission

arXiv 2502.19873 ↗First posted 27 Feb 2025eess.SP cs.LGcited by 1

Not on the map. Why?

Abstract (arXiv)

We introduce NeRFCom, a novel communication system designed for end-to-end 3D scene transmission. Compared to traditional systems relying on handcrafted NeRF semantic feature decomposition for compression and well-adaptive channel coding for transmission error correction, our NeRFCom employs a nonlinear transform and learned probabilistic models, enabling flexible variable-rate joint source-channel coding and efficient bandwidth allocation aligned with the NeRF semantic feature's different contribution to the 3D scene synthesis fidelity. Experimental results demonstrate that NeRFCom achieves free-view 3D scene efficient transmission while maintaining robustness under adverse channel conditions.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 14 of its 17 references that are in the map. First posted on arXiv 27 Feb 2025.

Builds on

14 of 17 references.

References · 14

  1. 2022TensoRF: Tensorial Radiance Fieldscited by 1,280
  2. 2021Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstructioncited by 964
  3. 2018Variational image compression with a scale hyperpriorcited by 935
  4. 2023K-Planes: Explicit Radiance Fields in Space, Time, and Appearancecited by 746
  5. 2016End-to-end Optimized Image Compressioncited by 696
  6. 2021Dynamic Neural Networks: A Surveycited by 408
  7. 2022Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communicationscited by 175
  8. 2021Nonlinear Transform Source-Channel Coding for Semantic Communicationscited by 76
  9. 2022Compressing Volumetric Radiance Fields to 1 MBcited by 68
  10. 2022Masked Wavelet Representation for Compact Neural Radiance Fieldscited by 57
  11. 2023Semantic Communications for Image Recovery and Classification via Deep Joint Source and Channel Codingcited by 18
  12. 2022Toward Adaptive Semantic Communications: Efficient Data Transmission via Online Learned Nonlinear Transform Source-Channel Codingcited by 8
2 more
  1. 2023Improved Nonlinear Transform Source-Channel Coding to Catalyze Semantic Communicationscited by 7
  2. 2024Semantic Communications for 3D Human Face Transmission with Neural Radiance Fieldscited by 2

Built on by

Cited by year

Citing papers per year: 2025: 1.

1 paper.