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Awesome 3DGS SLAM

This repository contains a curated list of resources addressing the 3DGS (3D Gaussian Splatting) SLAM, includinig image sensor, event camera, and LiDAR, etc.

If you find some ignored papers, feel free to create pull requests, or open issues.

Contributions in any form to make this list more comprehensive are welcome.

If you find this repository useful, a simple star should be the best affirmation. 😊

Feel free to share this list with others!

Overview

Image-based 3DGS

Year Venue Paper Title Repository Note
2026 arXiv LangGS-SLAM: Real-Time Language-Feature Gaussian Splatting SLAM --- 从VLM(一个语义分割模型)中嵌入三维特征场,实现开放词汇和大语言模型交互式感知;3DGS部分用的GICP
2026 arXiv PointSLAM++: Robust Dense Neural Gaussian Point Cloud-based SLAM --- 混合Neural(MLP)-Gaussian representation,pose优化采用GICP+ORB重投影误差融合
2026 arXiv PLANING: A Loosely Coupled Triangle-Gaussian Framework for Streaming 3D Reconstruction --- website
Mesh+3DGS混合表征:用Mesh构建稳定几何骨架,用3DGS填充视觉细节;前端采用MASt3R等前馈模型预测pointmap和相机姿态
2026 Neurocomputing 2D Gaussian Primitive SLAM: Real-Time Dense SLAM with 2D Gaussian Primitives --- ---
2026 arXiv FeatureSLAM: Feature-enriched 3D gaussian splatting SLAM in real time --- ---
2026 Pattern Recognition RGD-SLAM: Robust Gaussian Splatting SLAM for Dynamic Environments Github stars ---
2026 Proceedings of the IEEE International Symposium on High Performance Computer Architecture Splatonic: Architecture Support for 3D Gaussian Splatting SLAM via Sparse Processing --- website
2025 IROS Pseudo Depth Meets Gaussian: A Feed-forward RGB SLAM Baseline Github stars 单目深度估计模型生成伪深度图+3D高斯实现高效在线重建
2025 arXiv RGS-SLAM: Robust Gaussian Splatting SLAM with One-Shot Dense Initialization --- ---
2025 RAL MANG-SLAM: Multi-Agent Neural Submap and Gaussian Representation for Dense Mapping --- NeRF+3DGS+多机融合建图
2025 RAL DQO-MAP: Real-Time Object-Level SLAM With Dual Quadrics and Gaussians Github stars ---
2025 arXiv ATLAS Navigator: Active Task-driven LAnguage-embedded Gaussian Splatting --- website
2025 arXiv D2GSLAM: 4D Dynamic Gaussian Splatting SLAM --- ---
2025 arXiv LEGO-SLAM: Language-Embedded Gaussian Optimization SLAM Github stars website
2025 arXiv Robust 3DGS-based SLAM via Adaptive Kernel Smoothing --- ---
2025 arXiv VIGS-SLAM: Visual Inertial Gaussian Splatting SLAM --- website
2025 TRO OmniMap: A General Mapping Framework Integrating Optics, Geometry, and Semantics Github stars website
2025 ICCV DyGS-SLAM: Real-Time Accurate Localization and Gaussian Reconstruction for Dynamic Scenes --- ---
2025 ICCV Segs-slam: Structure-enhanced 3d gaussian splatting slam with appearance embedding --- ---
2025 arXiv RoGER-SLAM: A Robust Gaussian Splatting SLAM System for Noisy and Low-light Environment Resilience --- ---
2025 RAL GaussR-SLAM: Gaussian Robust SLAM in Data Loss and Interference Environments --- ---
2025 arXiv MCGS-SLAM: A Multi-Camera SLAM Framework Using Gaussian Splatting for High-Fidelity Mapping --- website
2025 arXiv Gaussian-Plus-SDF SLAM: High-fidelity 3D Reconstruction at 150+ fps --- ---
2025 arXiv MemGS: Memory-Efficient Gaussian Splatting for Real-Time SLAM Github stars ---
2025 arXiv DyPho-SLAM: Real-time Photorealistic SLAM in Dynamic Environments --- ---
2025 arXiv AGS: Accelerating 3D Gaussian Splatting SLAM via CODEC-Assisted Frame Covisibility Detection --- ---
2025 ICRA FGO-SLAM: Enhancing Gaussian SLAM with Globally Consistent Opacity Radiance Field --- ---
2025 arXiv Stereo 3D Gaussian Splatting SLAM for Outdoor Urban Scenes --- ---
2025 ICCV SEGS-SLAM: Structure-enhanced 3D Gaussian Splatting SLAM with Appearance Embedding Github stars website
2025 arXiv MGSO: Monocular Real-time Photometric SLAM with Efficient 3D Gaussian Splatting --- ---
2025 arXiv Stereo 3D Gaussian Splatting SLAM for Outdoor Urban Scenes --- ---
2025 arXiv S3LAM: Surfel Splatting SLAM for Geometrically Accurate Tracking and Mapping --- ---
2025 arXiv Stereo 3D Gaussian Splatting SLAM for Outdoor Urban Scenes --- ---
2025 arXiv G2S-ICP SLAM: Geometry-aware Gaussian Splatting ICP SLAM --- ---
2025 ICRA RGB-Only Gaussian Splatting SLAM for Unbounded Outdoor Scenes Github stars website
2025 ICCV Outdoor Monocular SLAM with Global Scale-Consistent 3D Gaussian Pointmaps Github stars website
2025 IEEE Transactions on Artificial Intelligence Constrained Gaussian Splatting via Implicit TSDF Hash Grid for Dense RGB-D SLAM --- ---
2025 Joint International Conference on Automation-Intelligence-Safety Mono-SLAM: Monocular 3D Gaussian Splatting SLAM with Geometric Loss and Multi-view Consistency --- ---
2025 RAL FusionGS-SLAM: Multiple Sensors Fusion for Localization and Real-Time Photorealistic Mapping --- ---
2025 RAL SAGA-SLAM: Scale-Adaptive 3D Gaussian Splatting for Visual SLAM --- ---
2025 arXiv GRAND-SLAM: Local Optimization for Globally Consistent Large-Scale Multi-Agent Gaussian SLAM --- ---
2025 RAL Dense Monocular SLAM in Real-time with Structured Gaussian Representation --- ---
2025 arXiv TVG-SLAM: Robust Gaussian Splatting SLAM with Tri-view Geometric Constraints --- ---
2025 arXiv GRAND-SLAM: Local Optimization for Globally Consistent Large-Scale Multi-Agent Gaussian SLAM --- ---
2025 IROS SplatPose: Geometry-Aware 6-DoF Pose Estimation from Single RGB Image via 3D Gaussian Splatting --- ---
2025 TASE MG-SLAM: Structure Gaussian Splatting SLAM with Manhattan World Hypothesis --- ---
2025 arXiv Dy3DGS-SLAM: Monocular 3D Gaussian Splatting SLAM for Dynamic Environments --- ---
2025 arXiv GS4: Generalizable Sparse Splatting Semantic SLAM --- website
2025 International Conference on Autonomous Agents and Multiagent Systems OGS-SLAM: Hybrid ORB-Gaussian Splatting SLAM Github stars ---
2025 arXiv Globally Consistent RGB-D SLAM with 2D Gaussian Splatting Github stars MASt3R for Loop Closure
2025 arXiv VTGaussian-SLAM: RGBD SLAM for Large Scale Scenes with Splatting View-Tied 3D Gaussians --- website
2025 arXiv VPGS-SLAM: Voxel-based Progressive 3D Gaussian SLAM in Large-Scale Scenes Github stars ---
2025 arXiv ADD-SLAM: Adaptive Dynamic Dense SLAM with Gaussian Splatting --- ---
2025 arXiv LGSBA: Local Gaussian Splatting Bundle Adjustment for Optimizing 3DGS Rendering Quality Github stars ---
2025 CVPR 4DTAM: Non-Rigid Tracking and Mapping via Dynamic Surface Gaussians Github stars website
2025 arXiv UP-SLAM: Adaptively Structured Gaussian SLAM with Uncertainty Prediction in Dynamic Environments --- website
2025 arXiv DynaGSLAM: Real-Time Gaussian-Splatting SLAM for Online Rendering, Tracking, Motion Predictions of Moving Objects in Dynamic Scenes Github stars website
2025 arXiv Large-Scale Gaussian Splatting SLAM --- website
2025 IEEE-SJ DSOSplat: Monocular 3D Gaussian SLAM with Direct Tracking --- ---
2025 arXiv GauS-SLAM: Dense RGB-D SLAM with Gaussian Surfels Github stars website
2025 RSS GauSS-MI: Gaussian Splatting Shannon Mutual Information for Active 3D Reconstruction Github stars ---
2025 arXiv GSFF-SLAM: 3D Semantic Gaussian Splatting SLAM via Feature Field --- ---
2025 arXiv GSFeatLoc: Visual Localization Using Feature Correspondence on 3D Gaussian Splatting --- ---
2025 CVPR SmallGS: Gaussian Splatting Based Camera Pose Estimation for Small-Baseline Videos --- website
MonST3R+3DGS
2025 arXiv Enhancing Gaussian Splatting SLAM with Feature-based Tracking --- ---
2025 arXiv ToF-Splatting: Dense SLAM using Sparse Time-of-Flight Depth and Multi-Frame Integration --- ---
2025 RAL SDD-SLAM: Semantic-Driven Dynamic SLAM with Gaussian Splatting --- ---
2025 IEEE Sensors Journal Dynamic SLAM with 3D Gaussian Splatting Supporting Monocular Sensing --- ---
2025 arXiv SLAM&Render: A Benchmark for the Intersection Between Neural Rendering, Gaussian Splatting and SLAM Github stars website
dataset
2025 arXiv Direct Sparse Odometry with Continuous 3D Gaussian Maps for Indoor Environments Github stars ---
2025 CVPR MAGiC-SLAM: Multi-Agent Gaussian Globally Consistent SLAM Github stars website
2025 arXiv 4D Gaussian Splatting SLAM Github stars website
2025 arXiv GI-SLAM: Gaussian-Inertial SLAM --- ---
2025 arXiv FGS-SLAM: Fourier-based Gaussian Splatting for Real-time SLAM with Sparse and Dense Map Fusion --- ---
2025 ICRA OpenGS-SLAM: Open-Set Dense Semantic SLAM with 3D Gaussian Splatting for Object-Level Scene Understanding Github stars website
2025 arXiv VIGS SLAM: IMU-based Large-Scale 3D Gaussian Splatting SLAM --- ---
2025 arXiv Embracing Dynamics: Dynamics-aware 4D Gaussian Splatting SLAM --- ---
2025 arXiv Monogs++: Fast and accurate monocular rgb gaussian slam --- ---
2025 RAL RGBDS-SLAM: A RGB-D Semantic Dense SLAM Based on 3D Multi Level Pyramid Gaussian Splatting Github stars ---
2025 TRO VINGS-Mono: Visual-Inertial Gaussian Splatting Monocular SLAM in Large Scenes Github stars website
2025 CVPR WildGS-SLAM: Monocular Gaussian Splatting SLAM in Dynamic Environments Github stars website
2025 arXiv GARAD-SLAM: 3D GAussian splatting for Real-time Anti Dynamic SLAM --- ---
2025 arXiv GS-GVINS: A Tightly-integrated GNSS-Visual-Inertial Navigation System Augmented by 3D Gaussian Splatting --- ---
2024 arXiv FlashSLAM: Accelerated RGB-D SLAM for Real-Time 3D Scene Reconstruction with Gaussian Splatting Github stars website
2025 TRO PG-SLAM: Photo-realistic and Geometry-aware RGB-D SLAM in Dynamic Environments --- ---
2024 ECCV 6dgs: 6d pose estimation from a single image and a 3d gaussian splatting model Github stars website
2024 arXiv Splat-slam: Globally optimized rgb-only slam with 3d gaussians Github stars ---
2024 arXiv TAMBRIDGE: Bridging Frame-Centered Tracking and 3D Gaussian Splatting for Enhanced SLAM Github stars website
2024 arXiv HI-SLAM2: Geometry-Aware Gaussian SLAM for Fast Monocular Scene Reconstruction Github stars website
2024 NIPS DG-SLAM: Robust Dynamic Gaussian Splatting SLAM with Hybrid Pose Optimization Github stars ---
2025 ICRA Gassidy: Gaussian Splatting SLAM in Dynamic Environments --- website
2024 arXiv DGS-SLAM: Gaussian Splatting SLAM in Dynamic Environment Github stars ---
2024 International Conference on Robotics, Control and Automation Engineering Motiongs: Compact gaussian splatting slam by motion filter --- ---
2024 arXiv Ngm-slam: Gaussian splatting slam with radiance field submap --- ---
2024 arXiv Monocular gaussian slam with language extended loop closure --- ---
2024 RAL Mgs-slam: Monocular sparse tracking and gaussian mapping with depth smooth regularization --- ---
2024 ACM SIGGRAPH Rtg-slam: Real-time 3d reconstruction at scale using gaussian splatting Github stars website
2024 arXiv 3dgs-reloc: 3d gaussian splatting for map representation and visual relocalization --- ---
2024 ECCV Rgbd gs-icp slam Github stars ---
2024 ECCV Cg-slam: Efficient dense rgb-d slam in a consistent uncertainty-aware 3d gaussian field Github stars website
2024 IROS Mm3dgs slam: Multi-modal 3d gaussian splatting for slam using vision, depth, and inertial measurements Github stars website
2024 RAL Neds-slam: A neural explicit dense semantic slam framework using 3d gaussian splatting --- ---
2024 IROS High-fidelity slam using gaussian splatting with rendering-guided densification and regularized optimization Github stars ---
2024 arXiv Semgauss-slam: Dense semantic gaussian splatting slam --- ---
2024 ECCV Sgs-slam: Semantic gaussian splatting for neural dense slam Github stars ---
2024 CVPR Photo-slam: Real-time simultaneous localization and photorealistic mapping for monocular stereo and rgb-d cameras Github stars website
2024 CVPR Gaussian splatting slam Github stars website
MonoGS
2024 CVPR Splatam: Splat track & map 3d gaussians for dense rgb-d slam Github stars website
2024 CVPR Gs-slam: Dense visual slam with 3d gaussian splatting Github stars website
2023 arXiv Gaussian-slam: Photo-realistic dense slam with gaussian splatting Github stars website

LiDAR-based 3DGS

Year Venue Paper Title Repository Note
2025 RAL Rad-GS: Radar-Vision Integration for 3D Gaussian Splatting SLAM in Outdoor Environments --- 首个4D Radar-视觉融合的3DGS-SLAM框架,实现千米级户外稳健建图;以3D高斯作为可微空间表示,融合原始雷达点云的多普勒信息与几何增强点云,引导同步图像中的动态目标掩码生成,减少渲染伪影并提升定位精度;同时利用非同步图像帧全局优化3D高斯表示,增强纹理一致性与新视角合成保真度;通过全局八叉树结构结合目标高斯基元管理策略,抑制噪声并降低大规模环境下的内存消耗,实现了稳健的户外建图与大规模场景重建。
2025 IROS GS-SDF: LiDAR-Augmented Gaussian Splatting and Neural SDF for Geometrically Consistent Rendering and Reconstruction Github stars website
2025 arXiv LVD-GS: Gaussian Splatting SLAM for Dynamic Scenes via Hierarchical Explicit-Implicit Representation Collaboration Rendering --- ---
2025 arXiv AgriGS-SLAM: Orchard Mapping Across Seasons via Multi-View Gaussian Splatting SLAM Github stars ---
2025 ICCV GS-LIVM: Real-Time Photo-Realistic LiDAR-Inertial-Visual Mapping with Gaussian Splatting Github stars ---
2025 arXiv Gaussian-LIC2: LiDAR-Inertial-Camera Gaussian Splatting SLAM Github stars website
2025 arXiv Splat-LOAM: Gaussian Splatting LiDAR Odometry and Mapping Github stars Test
2025 arXiv GS-LIVO: Real-Time LiDAR, Inertial, and Visual Multi-sensor Fused Odometry with Gaussian Mapping Github stars ---
2025 TIM LVI-GS: Tightly-coupled LiDAR-Visual-Inertial SLAM using 3D Gaussian Splatting --- website
2024 RAL LiV-GS: LiDAR-Vision Integration for 3D Gaussian Splatting SLAM in Outdoor Environments --- ---
2025 ICRA Gaussian-lic: Photo-realistic lidar-inertial-camera slam with 3d gaussian splatting Github stars website
2024 ECCV TCLC-GS: Tightly Coupled LiDAR-Camera Gaussian Splatting for Autonomous Driving: Supplementary Materials --- ---
2024 IROS MM-Gaussian: 3D Gaussian-based multi-modal fusion for localization and reconstruction in unbounded scenes --- ---
2024 RAL LIV-GaussMap: LiDAR-inertial-visual fusion for real-time 3D radiance field map rendering Github stars ---
2024 CVPR Drivinggaussian: Composite gaussian splatting for surrounding dynamic autonomous driving scenes Github stars ---

Event-based 3DGS

Year Venue Paper Title Repository Note
2025 NIPS Spike4DGS: Towards High-Speed Dynamic Scene Rendering with 4D Gaussian Splatting via a Spike Camera Array --- ---
2025 Expert Systems with Applications E2D-GS: Event-Enhanced Deblurring Gaussian Splatting --- ---
2025 arXiv Event-guided 3D Gaussian Splatting for Dynamic Human and Scene Reconstruction --- ---
2025 arXiv DeblurSplat: SfM-free 3D Gaussian Splatting with Event Camera for Robust Deblurring --- DUSt3R+Event+3DGS
2025 RAl EGS-SLAM: RGB-D Gaussian Splatting SLAM with Events Github stars ---
2025 arXiv E-4DGS: High-Fidelity Dynamic Reconstruction from the Multi-view Event Cameras --- ---
2025 arXiv EDyGS: Event Enhanced Dynamic 3D Radiance Fields from Blurry Monocular Video Github stars ---
2025 CVPR DiET-GS: Diffusion Prior and Event Stream-Assisted Motion Deblurring 3D Gaussian Splatting Supplementary Material Github stars website
2025 arXiv GS2E: Gaussian Splatting is an Effective Data Generator for Event Stream Generation Github stars website
2025 arXiv EBAD-Gaussian: Event-driven Bundle Adjusted Deblur Gaussian Splatting --- ---
2025 AAAI SpikeGS: Reconstruct 3D Scene Captured by a Fast-Moving Bio-Inspired Camera Github stars website
2025 AAAI EvHDR-GS: Event-guided HDR Video Reconstruction with 3D Gaussian Splatting --- ---
2025 3DV E-3DGS: Event-based Novel View Rendering of Large-scale Scenes Using 3D Gaussian Splatting Github stars website
test
2024 arXiv IncEventGS: Pose-Free Gaussian Splatting from a Single Event Camera Github stars ---
2024 arXiv EventSplat: 3D Gaussian Splatting from Moving Event Cameras for Real-time Rendering --- ---
2024 Asia Pacific Signal and Information Processing Association Annual Summit and Conference Ev3DGS: Event Enhanced 3D Gaussian Splatting from Blurry Images Github stars ---
2024 IEEE International Conference on Image Processing E2gs: Event enhanced gaussian splatting Github stars ---
2024 arXiv Evagaussians: Event stream assisted gaussian splatting from blurry images Github stars website
2024 CoRL Event3dgs: Event-based 3d gaussian splatting for fast egomotion Github stars website
2024 ICML Evggs: A collaborative learning framework for event-based generalizable gaussian splatting Github stars ---

Other Resources

  • MrNeRF's Awesome 3DGS
  • convert 3D meshes into 3DGS
  • Survey for SLAM in Legged Robot:Paper List
  • Survey for Learning-based VO,VIO,IO:Paper List
  • Survey for Transformer-based SLAM:Paper List
  • Survey for Diffusion-based SLAM:Paper List
  • Survey for NeRF-based SLAM:Blog
  • Survey for Deep IMU-Bias Inference Blog
  • Paper Survey for Degeneracy of LiDAR-SLAM Blog
  • Paper Survey for dynamic SLAM Blog
  • Reproduction and Learning for LOAM Series Blog
  • A geometry-shader-based, global CUDA sorted high-performance 3D Gaussian Splatting rasterizer. Can achieve a 5-10x speedup in rendering compared to the vanialla diff-gaussian-rasterization.fast-gaussian-rasterization
  • Other related papers:
Year Venue Paper Title Repository Note
2026 arXiv Towards Next-Generation SLAM: A Survey on 3DGS-SLAM Focusing on Performance, Robustness, and Future Directions --- ---
2025 arXiv Revisiting Depth Representations for Feed-Forward 3D Gaussian Splatting Github stars website
2025 arXiv Voyager: Real-Time Splatting City-Scale 3D Gaussians on Your Phone --- website
2025 arXiv R3GS: Gaussian Splatting for Robust Reconstruction and Relocalization in Unconstrained Image Collections --- ---
2025 arXiv Recollection from Pensieve: Novel View Synthesis via Learning from Uncalibrated Videos Github stars ---
2025 arXiv STORM: Spatio-Temporal Reconstruction Model for Large-Scale Outdoor Scenes Github stars website
2025 SIGGRAPH Monocular Online Reconstruction with Enhanced Detail Preservation --- website
2025 arXiv Sparse2DGS: Geometry-Prioritized Gaussian Splatting for Surface Reconstruction from Sparse Views Github stars ---
2025 CVPR ODHSR: Online Dense 3D Reconstruction of Humans and Scenes from Monocular Videos Github stars website
2025 arXiv You Need a Transition Plane: Bridging Continuous Panoramic 3D Reconstruction with Perspective Gaussian Splatting Github stars ---
2024 arXiv GaussianSpa: An" Optimizing-Sparsifying" Simplification Framework for Compact and High-Quality 3D Gaussian Splatting Github stars website
2024 ACM International Conference on Multimedia Spikegs: 3d gaussian splatting from spike streams with high-speed camera motion --- ---
2024 ICLR Real-time photorealistic dynamic scene representation and rendering with 4d gaussian splatting Github stars 4DGS
2024 ACM SIGGRAPH 2d gaussian splatting for geometrically accurate radiance fields Github stars website
2DGS
2024 CVPR Dngaussian: Optimizing sparse-view 3d gaussian radiance fields with global-local depth normalization Github stars ---
2024 RAL HGS-mapping: Online dense mapping using hybrid Gaussian representation in urban scenes --- ---
2024 arXiv Compact 3d gaussian splatting for dense visual slam Github stars ---
2024 CVPR 4d gaussian splatting for real-time dynamic scene rendering Github stars website
4DGS
2023 ACM Transactions on Graphics 3d gaussian splatting for real-time radiance field rendering Github stars website

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