mlsanityData to 14 Oct 2026

3DGS-VBench: A Comprehensive Video Quality Evaluation Benchmark for 3DGS Compression

arXiv 2508.07038 ↗First posted 9 Aug 2025eess.IV cs.CVcited by 4

Not on the map. Why?

Abstract (arXiv)

3D Gaussian Splatting (3DGS) enables real-time novel view synthesis with high visual fidelity, but its substantial storage requirements hinder practical deployment, prompting state-of-the-art (SOTA) 3DGS methods to incorporate compression modules. However, these 3DGS generative compression techniques introduce unique distortions lacking systematic quality assessment research. To this end, we establish 3DGS-VBench, a large-scale Video Quality Assessment (VQA) Dataset and Benchmark with 660 compressed 3DGS models and video sequences generated from 11 scenes across 6 SOTA 3DGS compression algorithms with systematically designed parameter levels. With annotations from 50 participants, we obtained MOS scores with outlier removal and validated dataset reliability. We benchmark 6 3DGS compression algorithms on storage efficiency and visual quality, and evaluate 15 quality assessment metrics across multiple paradigms. Our work enables specialized VQA model training for 3DGS, serving as a catalyst for compression and quality assessment research. The dataset is available at https://github.com/YukeXing/3DGS-VBench.

Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). Builds on 31 of its 42 references that are in the map. First posted on arXiv 9 Aug 2025.

Builds on

31 of 42 references.

References · 31

  1. 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,177
  2. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,226
  3. 2021Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fieldscited by 2,032
  4. 2022Exploring CLIP for Assessing the Look and Feel of Imagescited by 991
  5. 2020Image Quality Assessment: Unifying Structure and Texture Similaritycited by 811
  6. 2023Scaffold-GS: Structured 3D Gaussians for View-Adaptive Renderingcited by 695
  7. 2023Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levelscited by 503
  8. 2023LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPScited by 436
  9. 2022Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectivescited by 320
  10. 2023Compressed 3D Gaussian Splatting for Accelerated Novel View Synthesiscited by 239
  11. 2024HAC: Hash-grid Assisted Context for 3D Gaussian Splatting Compressioncited by 209
  12. 2023EAGLES: Efficient Accelerated 3D Gaussians with Lightweight EncodingScited by 196
19 more
  1. 2022FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Samplingcited by 179
  2. 2019Quality Assessment of In-the-Wild Videoscited by 164
  3. 2023CompGS: Smaller and Faster Gaussian Splatting with Vector Quantizationcited by 130
  4. 2022A Deep Learning based No-reference Quality Assessment Model for UGC Videoscited by 129
  5. 2024CompGS: Efficient 3D Scene Representation via Compressed Gaussian Splattingcited by 82
  6. 2021MPED: Quantifying Point Cloud Distortion based on Multiscale Potential Energy Discrepancycited by 28
  7. 2024Compact 3D Gaussian Splatting for Static and Dynamic Radiance Fieldscited by 25
  8. 2024AIGV-Assessor: Benchmarking and Evaluating the Perceptual Quality of Text-to-Video Generation with LMMcited by 24
  9. 2024PKU-DyMVHumans: A Multi-View Video Benchmark for High-Fidelity Dynamic Human Modelingcited by 18
  10. 2023Perceptual Quality Assessment of NeRF and Neural View Synthesis Methods for Front-Facing Viewscited by 17
  11. 2024A Benchmark for Gaussian Splatting Compression and Quality Assessment Studycited by 16
  12. 2024NeRF View Synthesis: Subjective Quality Assessment and Objective Metrics Evaluationcited by 10
  13. 2025HybridGS: High-Efficiency Gaussian Splatting Data Compression using Dual-Channel Sparse Representation and Point Cloud Encodercited by 10
  14. 2025LOVE: Benchmarking and Evaluating Text-to-Video Generation and Video-to-Text Interpretationcited by 10
  15. 2025Evaluating Human Perception of Novel View Synthesis: Subjective Quality Assessment of Gaussian Splatting and NeRF in Dynamic Scenescited by 9
  16. 2025GS-QA: Comprehensive Quality Assessment Benchmark for Gaussian Splatting View Synthesiscited by 9
  17. 2024Explicit-NeRF-QA: A Quality Assessment Database for Explicit NeRF Model Compressioncited by 8
  18. 20253DGS-IEval-15K: A Large-scale Image Quality Evaluation Database for 3D Gaussian-Splattingcited by 6
  19. 2023NeRF-QA: Neural Radiance Fields Quality Assessment Databasecited by 5

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 3.

4 papers.

  1. 2025Lightweight 3D Gaussian Splatting Compression via Video Codeccited by 2
  2. 20263DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessmentcited by 0
  3. 2026From Explicit References to Scene Manifolds: Distributional Fidelity and Realism for Radiance Field Quality Assessmentcited by 0
  4. 2026Efficient Gaussian Splatting Sequence Compression with Standard Video Codecscited by 0