Paper Survey之——Awesome 3DGS SLAM

2025-03-07

引言

之前博客以图片的形式将3DGS-SLAM相关的调研工作共享出来,但实际阅读是非常困难的,加上容易混乱,因此本博文将完整版ppt给出:


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Paper List

Image-based 3DGS

Year Venue Paper Title Repository Note
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 arXiv VINGS-Mono: Visual-Inertial Gaussian Splatting Monocular SLAM in Large Scenes 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 PG-SLAM: Photo-realistic and Geometry-aware RGB-D SLAM in Dynamic Environments
2024 arXiv GaussianSpa: An” Optimizing-Sparsifying” Simplification Framework for Compact and High-Quality 3D Gaussian Splatting Github stars website
2024 ECCV 6dgs: 6d pose estimation from a single image and a 3d gaussian splatting model Github stars website
2024 ACM International Conference on Multimedia Spikegs: 3d gaussian splatting from spike streams with high-speed camera motion
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 ICLR Real-time photorealistic dynamic scene representation and rendering with 4d gaussian splatting Github stars 4DGS
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 ACM SIGGRAPH 2d gaussian splatting for geometrically accurate radiance fields Github stars website
2DGS
2024 arXiv Ngm-slam: Gaussian splatting slam with radiance field submap
2024 CVPR Dngaussian: Optimizing sparse-view 3d gaussian radiance fields with global-local depth normalization Github stars
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 RAL HGS-mapping: Online dense mapping using hybrid Gaussian representation in urban scenes
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 arXiv Compact 3d gaussian splatting for dense visual slam Github stars
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 4d gaussian splatting for real-time dynamic scene rendering Github stars website
4DGS
2024 CVPR Compact 3d gaussian representation for radiance field Github stars
Github stars
website
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
2023 ACM Transactions on Graphics 3d gaussian splatting for real-time radiance field rendering Github stars website

LiDAR-based 3DGS

Year Venue Paper Title Repository Note
2025 arXiv Splat-LOAM: Gaussian Splatting LiDAR Odometry and Mapping Github stars
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
2024 arXiv 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
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 website
2024 ICML Evggs: A collaborative learning framework for event-based generalizable gaussian splatting Github stars

其他3DGS相关的调研工作

comment_3DGS

3dgs_cuda_opencv

comment_SplaTAM

RGBD-GS-ICP-SLAM-Comment

Photo-SLAM_comment

Gaussian-SLAM_comment

MonoGS_comment

2DGS_comment

其他3DGS相关资料