mlsanityData to 14 Oct 2026

PMGS: Reconstruction of Projectile Motion Across Large Spatiotemporal Spans via 3D Gaussian Splatting

arXiv 2508.02660 ↗First posted 4 Aug 2025cs.CVcited by 5

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Abstract (arXiv)

Modeling complex rigid motion across large spatiotemporal spans remains an unresolved challenge in dynamic reconstruction. Existing paradigms are mainly confined to short-term, small-scale deformation and offer limited consideration for physical consistency. This study proposes PMGS, focusing on reconstructing Projectile Motion via 3D Gaussian Splatting. The workflow comprises two stages: 1) Target Modeling: achieving object-centralized reconstruction through dynamic scene decomposition and an improved point density control; 2) Motion Recovery: restoring full motion sequences by learning per-frame SE(3) poses. We introduce an acceleration consistency constraint to bridge Newtonian mechanics and pose estimation, and design a dynamic simulated annealing strategy that adaptively schedules learning rates based on motion states. Furthermore, we devise a Kalman fusion scheme to optimize error accumulation from multi-source observations to mitigate disturbances. Experiments show PMGS's superior performance in reconstructing high-speed nonlinear rigid motion compared to mainstream dynamic methods.

Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 17 of its 29 references that are in the map. First posted on arXiv 4 Aug 2025.

Builds on

17 of 29 references.

References · 17

  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. 2020RAFT: Recurrent All-Pairs Field Transforms for Optical Flowcited by 2,415
  4. 2021Vision Transformers for Dense Predictioncited by 1,803
  5. 2020D-NeRF: Neural Radiance Fields for Dynamic Scenescited by 1,465
  6. 20234D Gaussian Splatting for Real-Time Dynamic Scene Renderingcited by 1,157
  7. 20242D Gaussian Splatting for Geometrically Accurate Radiance Fieldscited by 1,076
  8. 2023Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstructioncited by 759
  9. 2023Dynamic 3D Gaussians: Tracking by Persistent Dynamic View Synthesiscited by 737
  10. 2018LaSOT: A High-quality Benchmark for Large-scale Single Object Trackingcited by 429
  11. 2016UnitBox: An Advanced Object Detection Networkcited by 205
  12. 2024Motion-aware 3D Gaussian Splatting for Efficient Dynamic Scene Reconstructioncited by 100
5 more
  1. 2024Reconstruction and Simulation of Elastic Objects with Spring-Mass 3D Gaussianscited by 97
  2. 2024Endo-4DGS: Endoscopic Monocular Scene Reconstruction with 4D Gaussian Splattingcited by 43
  3. 2024PEGASUS: Physically Enhanced Gaussian Splatting Simulation System for 6DoF Object Pose Dataset Generationcited by 13
  4. 2023Tracking by 3D Model Estimation of Unknown Objects in Videoscited by 5
  5. 2024SA-GS: Semantic-Aware Gaussian Splatting for Large Scene Reconstruction with Geometry Constraincited by 5

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 5.

5 papers.