Recent_SLAM_Research

【回馈社区】跟踪SLAM前沿动态(2019), 2018版技术更新太快，开启paper暴走模式，精选paper包括纯视觉SLAM，三维重建，基础数学工具，导航路径规划，深度学习SLAM，激光与视觉融合等类别。如果你发现我遗漏了本年度比较优秀的论文，请开issue留言，不胜感激。

招聘

即将上市机器人独角兽广招SLAM算法工程师。欢迎wechat*扰：sinnature 邮箱：easonjianghk@gmail.com

SLAM 能力图

VSLAM

20. 2019-02-08-Vision Sensor Aided Navigation for Ground Vehicle Applications Liu Zhenbo 博士毕业论文讲的很仔细

19. 2019-02-28-GSLAM: A General SLAM Framework and Benchmark 兼容多种框架的框架。。。

18. 2019-02-26-A lightweight and scalable visual‑inertial motion capture system using fducial markers二维码加IMU

17. 2019-02-21-Robust 3D Indoor Map Building via RGB-D SLAM with Adaptive IMU Fusion on Robot 简单直接的融合方式

16. 2019-02-18-UcoSLAM: Simultaneous Localization and Mapping by Fusion of KeyPoints and Squared Planar Markers融合视觉与二维码标签SLAM，代码

15. 2019-02-14-Visual SLAM: Why Bundle Adjust?Ian Reid的改进版BA

14. 2019-02-14-A real-time visual-inertial mapping and localization method by fusing unstable GPS 根据GPS信号可信度调整优化方法

13. 2019-02-14-Comparison and Analysis of Feature Method and Direct Method in Visual SLAM Technology for Social Robots对比直接法与特征点法

12. 2019-01-30-Multi-objective Mapping and Path Planning using Visual SLAM and Object Detection 一篇硕士论文

11. 2019-01-30-Extrinsic Calibration of Lidar and Camera with Polygon 利用已知多边形板子获得激光与视觉传感器外参，出自港科大刘明老师

10. 2019-01-30-Robust Photogeometric Localization over Time for Map-Centric Loop Closure解决map-centric slam回环问题

9. 2019-01-25-A Novel Method for Extrinsic Calibration of Multiple RGB-D Cameras Using Descriptor-Based Patterns 多个RGBD相机外参标定

8. 2019-01-25-SLAM of Robot based on the Fusion of Vision and LIDARRGBD 与lidar 融合，好像只是处理逻辑关系判断，没有深度融合

7. 2019-01-25-ADAPTIVE FILTERING FOR VISION-AIDED INERTIAL NAVIGATION 佐治亚理工博士论文，关于自适应卡尔曼滤波

6. 2019-01-25-Loosely-Coupled Semi-Direct Monocular SLAM Javier Civera 直接法和特征法融合，也是我现在工作比较感兴趣的一个方向

5. 2019-01-25-Visual-Inertial SLAM Initialization: A General Linear Formulation and a Gravity-Observing Non-Linear Optimization Javier Civera 关于视觉惯导初始化问题的研究

4. 2019-01-11-SDVL: Efficient and Accurate Semi-Direct Visual Localization 直接法与特征点法混合

3. 2019-01-11-A General Optimization-based Framework for Local Odometry Estimation with Multiple Sensors 双目VINS

2. 2019-01-11-A General Optimization-based Framework for Global Pose Estimation with Multiple Sensors 港科大多传感器融合

1. 2019-01-09-Factor Graphs for Flexible Inference in Robotics and Vision Dellaert, Frank视频详解因子图，他也是牛逼的SKYDIO 的开发者之一

Deep SLAM

5. 2019-02-15-Semantic and 3D Understanding of a Scene for Robot Perception 硕士论文

4. 2019-02-14-VUNet: Dynamic Scene View Synthesis for Traversability Estimation using an RGB Camera估计机器人未来可通行区域

3. 2019-02-13-GEN-SLAM: Generative Modeling for Monocular Simultaneous Localization and Mapping

2. 2019-01-25-Towards Building the Semantic Map from a Monocular Camera with a Multi-task Network 中山大学通过多任务CNN生成单目深度图与并分割，重建出有语义信息的地图

1. 2019-01-22-DF-SLAM: A Deep-Learning Enhanced Visual SLAM System based on Deep Local Features

3D Reconstruction

4. 2019-02-18-Improving 3D reconstruction via RGB-D camera registration and shading-based surface refinement南阳理工邓腾博士论文

3. 2019-02-13-Comparative analysis of properties of LiDAR-based point clouds versus camerabased point clouds for 3D reconstruction using SLAM algorithms激光点云与RGBD点云对比

2. 2019-01-12-Real-time Monocular Dense Mapping of Small Scenes with ORB Features 单目ORB SLAM重建

1. 2019-01-12-NRMVS: Non-Rigid Multi-View Stereo 根据不同视角RGB图像对变形物体三维重建

Auto driving

2. 2019-01-25-Sensor fusion for localization of automated vehicles 德国Bonn大学自动驾驶多传感器融合博士论文

1. 2019-01-24-Self-Driving Cars: A Survey

Path Planning

5. 2019-02-18-Efficient Autonomous Exploration Planning of Large Scale 3D-Environments. Frontier Exploration planning (FEP) 与 Receding Horizon Next-Best-View planning (RH-NBVP)方法融合做自主探索

4. 2019-02-15-Motion Planning for Micro Aerial Vehicles宾大liu sikang博士论文，导师Kumar

3. 2019-02-14-A Novel GRU-RNN Network Model for Dynamic Path Planning of Mobile Robot 全名Gated Recurrent Unit-Recurrent Neural Network (GRU-RNN)

2. 2019-02-13-Improving the Hybrid A* method for a non-holonomic wheeled robot增强混合A星算法

1. 2019-01-25-Planning Algorithms for Multi-Robot Active Perception 悉尼大学多机器人主动感知路径规划

Others

4. 2018-02-25-Robust Harris Detector Corresponding and Calculates the Projection Error Using the Modification of the Weighting Function多层权重函数增强本质矩阵计算准确度

3. 2019-02-25-MC2SLAM: Real-Time Inertial Lidar Odometry Using Two-Scan Motion Compensation 激光IMU紧耦合方案，声称KITTI数据集top5，且放出了数据集。

2. 2019-02-18-GPS/LiDAR Sensor Fusion Integrity: A Top-Down Approach GPS 激光融合

1. 2019-01-25-Ultra-wideband-based Navigation for Unmanned Aerial Vehicles 南洋理工UWB定位博士论文