Paper Survey之——Awesome Dynamic SLAM

2025-03-07

引言

之前博客以图片的形式将Dynamic-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,并且后续新增的调研也可实时更新,这样避免了每次截图的繁琐操作。


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  • Previous Survey for Dynamic-SLAM: Blog
  • 基于3DGS以及Transformer的也有大量跟Dynamic-SLAM相关的工作,具体请见:
  • Keep update the paper list:
Year Venue Paper Title Repository Note
2025 arXiv Dy3DGS-SLAM: Monocular 3D Gaussian Splatting SLAM for Dynamic Environments
2025 arXiv GeneA-SLAM2: Dynamic SLAM with AutoEncoder-Preprocessed Genetic Keypoints Resampling and Depth Variance-Guided Dynamic Region Removal Github stars
2025 TASE SDS-SLAM: VSLAM Fusing Static and Dynamic Semantic Information for Driving Scenarios
2025 TIM DOG-SLAM: Enhancing Dynamic Visual SLAM Precision Through GMM-Based Dynamic Object Removal and ORB-Boost
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 DynoSAM: Open-Source Smoothing and Mapping Framework for Dynamic SLAM Github stars
2025 CVPR Dynamic Camera Poses and Where to Find Them website
dataset
2025 arXiv Back on Track: Bundle Adjustment for Dynamic Scene Reconstruction website
2024 IJRR Multimotion visual odometry
2024 IROS Visual Perception System for Autonomous Driving
2024 IROS SDPL-SLAM: Introducing Lines in Dynamic Visual SLAM and Multi-Object Tracking
2024 RAL DynaMeshSLAM: A Mesh-based Dynamic Visual SLAMMOT Method
2024 TIV STS-SLAM: Joint Visual SLAM and Multi-Object Tracking Based on Spatio-Temporal Similarity
2023 TITS Fast, Robust, Accurate, Multi-Body Motion Aware SLAM
2023 TRO Dynam-SLAM: An accurate, robust stereo visual-inertial SLAM method in dynamic environments
2023 TIM VIMOT: A tightly coupled estimator for stereo visual-inertial navigation and multiobject tracking
2022 TIM SG-SLAM: A real-time RGB-D visual SLAM toward dynamic scenes with semantic and geometric information
2022 RAL DynaVINS: A Visual-Inertial SLAM for Dynamic Environments Github stars
2022 RAL Twistslam: Constrained slam in dynamic environment
2021 RAL DynaSLAM II: Tightly-coupled multi-object tracking and SLAM
2021 Sensor DOE-SLAM: dynamic object enhanced visual SLAM
2021 ICRA DOT: Dynamic object tracking for visual SLAM
2020 arXiv VDO-SLAM: A visual dynamic object-aware SLAM system
2020 CVPR ClusterVO: Clustering moving instances and estimating visual odometry for self and surroundings
2020 IROS Dynamic object tracking and masking for visual SLAM
2020 ICRA Flowfusion: Dynamic dense rgb-d slam based on optical flow
2020 TPAMI Rgb-d slam in dynamic environments using point correlations video
2019 ICCV Clusterslam: A slam backend for simultaneous rigid body clustering and motion estimation
2019 TRO Cubeslam: Monocular 3-d object slam
2019 TRO Tracking 3-D motion of dynamic objects using monocular visual-inertial sensing
2018 RAL DynaSLAM: Tracking, mapping, and inpainting in dynamic scenes
2018 IROS Estimating metric poses of dynamic objects using monocular visual-inertial fusion
2018 ECCV Stereo vision-based semantic 3d object and ego-motion tracking for autonomous driving
2018 ICRA Staticfusion: Background reconstruction for dense rgb-d slam in dynamic environments
2018 IROS DS-SLAM: A semantic visual SLAM towards dynamic environments
  • Dynamic 3D reconstruction but not the SLAM:
Year Venue Paper Title Repository Note
2025 CVPR FreeTimeGS: Free Gaussian Primitives at Anytime and Anywhere for Dynamic Scene Reconstruction website
2025 arXiv RobustSplat: Decoupling Densification and Dynamics for Transient-Free 3DGS Github stars website
2025 arXiv MGStream: Motion-aware 3D Gaussian for Streamable Dynamic Scene Reconstruction Github stars website
2025 CVPR Time of the Flight of the Gaussians: Optimizing Depth Indirectly in Dynamic Radiance Fields Github stars website
2025 arXiv Hybrid 3D-4D Gaussian Splatting for Fast Dynamic Scene Representation Github stars website
2025 SIGGRAPH Compensating Spatiotemporally Inconsistent Observations for Online Dynamic 3D Gaussian Splatting website
2025 ICLR MoDGS: Dynamic Gaussian Splatting from Casually-captured Monocular Videos with Depth Priors Github stars website
2024 arXiv Dynomo: Online point tracking by dynamic online monocular gaussian reconstruction Github stars website
2024 ICLR Real-time photorealistic dynamic scene representation and rendering with 4d gaussian splatting Github stars 4DGS
2024 CVPR 4d gaussian splatting for real-time dynamic scene rendering Github stars website
4DGS
2024 CVPR Spacetime Gaussian Feature Splatting for Real-Time Dynamic View Synthesis Github stars website
2015 arXiv Dynamicfusion: Reconstruction and tracking of non-rigid scenes in real-time