PMGS: Reconstruction of Projectile Motion Across Large Spatiotemporal Spans via 3D Gaussian Splatting
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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
- 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,177
- 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,226
- 2020RAFT: Recurrent All-Pairs Field Transforms for Optical Flowcited by 2,415
- 2021Vision Transformers for Dense Predictioncited by 1,803
- 2020D-NeRF: Neural Radiance Fields for Dynamic Scenescited by 1,465
- 20234D Gaussian Splatting for Real-Time Dynamic Scene Renderingcited by 1,157
- 20242D Gaussian Splatting for Geometrically Accurate Radiance Fieldscited by 1,076
- 2023Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstructioncited by 759
- 2023Dynamic 3D Gaussians: Tracking by Persistent Dynamic View Synthesiscited by 737
- 2018LaSOT: A High-quality Benchmark for Large-scale Single Object Trackingcited by 429
- 2016UnitBox: An Advanced Object Detection Networkcited by 205
- 2024Motion-aware 3D Gaussian Splatting for Efficient Dynamic Scene Reconstructioncited by 100
5 more
- 2024Reconstruction and Simulation of Elastic Objects with Spring-Mass 3D Gaussianscited by 97
- 2024Endo-4DGS: Endoscopic Monocular Scene Reconstruction with 4D Gaussian Splattingcited by 43
- 2024PEGASUS: Physically Enhanced Gaussian Splatting Simulation System for 6DoF Object Pose Dataset Generationcited by 13
- 2023Tracking by 3D Model Estimation of Unknown Objects in Videoscited by 5
- 2024SA-GS: Semantic-Aware Gaussian Splatting for Large Scene Reconstruction with Geometry Constraincited by 5
Built on by
Citing papers per year: 2026: 5.
5 papers.
- 2026LL-GaussianImage: Efficient Image Representation for Zero-shot Low-Light Enhancement with 2D Gaussian Splattingcited by 6
- 2026Continuous Splatting meets Retinex: Continuous Gaussian Splatting and Implicit Reflectance Modeling for Low-Light Image Enhancementcited by 0
- 2026Dehaze-GaussianImage: Zero-Shot Dehazing via Efficient 2D Gaussian Splatting Representationcited by 0
- 2026Fi-Gaussian: Frequency-Aware Implicit Gaussian Splatting for Single Image Dehazingcited by 0
- 2026Gaussian Light Field Splatting: A Physical Prior-Driven Vision Transformer for Unsupervised Low-Light Image Enhancementcited by 0
- 2026Gaussian Light Field Splatting: A Physical Prior-Driven Vision Transformer for Unsupervised Low-Light Image Enhancement16 Jun 2026
- 2026Fi-Gaussian: Frequency-Aware Implicit Gaussian Splatting for Single Image Dehazing15 Jun 2026
- 2026Dehaze-GaussianImage: Zero-Shot Dehazing via Efficient 2D Gaussian Splatting Representation15 Jun 2026
- 2026Continuous Splatting meets Retinex: Continuous Gaussian Splatting and Implicit Reflectance Modeling for Low-Light Image Enhancement15 Jun 2026
- 2026LL-GaussianImage: Efficient Image Representation for Zero-shot Low-Light Enhancement with 2D Gaussian Splatting22 Jan 2026