WildGS-SLAM: Monocular Gaussian Splatting SLAM in Dynamic Environments
Jianhao Zheng, Zihan Zhu, Valentin Bieri, Marc Pollefeys, Songyou Peng, Iro Armeni
Abstract
Microsoft wildgs-slam.github.io Figure 1 . WildGS-SLAM. Given a monocular video sequence captured in the wild with dynamic distractors, our method accurately tracks the camera trajectory and reconstructs a 3D Gaussian map for static elements, effectively removing all dynamic components. This approach enables high-fidelity rendering even in complex, dynamic scenes. The illustration presents the final 3D Gaussian map, the camera tracking trajectory (in red), and view synthesis comparisons with baseline methods.
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Install the CLIlune papers fulltext 9746d818-cdf0-4731-9a98-b6aecb0f9f18Cited by top-tier papers16
- DROID-SLAM in the WildMoyang Li, Zihan Zhu, Marc Pollefeys, Daniel BarathCVPR 2026 · 10 citations
- VarSplat: Uncertainty-aware 3D Gaussian Splatting for Robust RGB-D SLAMAnh Thuan Tran, Jana KoseckaCVPR 2026 · 9 citations
- Gaussian Mapping for Evolving ScenesVladimir Yugay, Thies Kersten, Luca Carlone, Theo Gevers et al.CVPR 2026 · 5 citations
- WildRayZer: Self-supervised Large View Synthesis in Dynamic EnvironmentsXuweiyi Chen, Wentao Zhou, Zezhou ChengCVPR 2026 · 5 citations
- Flash-Mono: Feed-Forward Accelerated Gaussian Splatting Monocular SLAMZicheng Zhang, Ke Wu, Xiangting Meng, Keyu Liu et al.ICLR 2026 · 3 citations
Builds on20
- Segment AnythingAlexander Kirillov, Eric Mintun, Nikhila Ravi, Hanzi Mao et al.ICCV 2023 · 13,211 citations
- 3D Gaussian Splatting for Real-Time Radiance Field RenderingBernhard Kerbl, Georgios Kopanas, Thomas Leimkühler, George DrettakisSIGGRAPH 2023 · 5,687 citations
- DROID-SLAM: Deep Visual SLAM for Monocular, Stereo, and RGB-D CamerasZachary Teed, Jia DengNeurIPS 2021 · 1,248 citations
- iMAP: Implicit Mapping and Positioning in Real-TimeEdgar Sucar, Shikun Liu, Joseph Ortiz, Andrew J. DavisonICCV 2021 · 834 citations
- NICE-SLAM: Neural Implicit Scalable Encoding for SLAMZihan Zhu, Songyou Peng, Viktor Larsson, Weiwei Xu et al.CVPR 2022 · 720 citations
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