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一些经典的SLAM算法学习并注释的版本

CMake 0.83% C++ 49.79% Shell 0.49% Makefile 0.70% C 4.93% Python 4.52% Lua 0.16% GLSL 0.01% Groovy 0.02% Ruby 0.53% Batchfile 0.01% Java 13.81% M4 0.20% PHP 2.05% JavaScript 2.89% Objective-C 10.25% C# 8.76% Vim Script 0.01% Emacs Lisp 0.03% Go 0.03%

classical-slam's Introduction

classical-SLAM

一些经典的SLAM算法学习并注释的版本

Google cartographer

Cartographer is a system that provides real-time simultaneous localization and mapping (SLAM) in 2D and 3D across multiple platforms and sensor configurations.

ORB-SLAM 框架

  • ORB-SLAM

  • ORB-SLAM2

ORB-SLAM2代码
特点: tracking, local mapping, loop closing 三线程

  • ORB-SLAM2with_pointcloud_map

ORB-SLAM2with_pointcloud_map代码
特点: 在tracking, local mapping, loop closing 三线程的基础上,增加了semantic segmentation, dense mapping threads.

  • DS-SLAM(A Semantic Visual SLAM towards Dynamic Environments)

论文 代码
特点:在ORB-SLAM2with_pointcloud_map的基础上,增加了SegNet(pixel-wise semantic segmentation based on caffe in real-time)

VINS 框架

  • VINS-Fusion

VINS-Fusion代码 VINS-Fusion is an optimization-based multi-sensor state estimator, which achieves accurate self-localization for autonomous applications (drones, cars, and AR/VR). VINS-Fusion is an extension of VINS-Mono, which supports multiple visual-inertial sensor types (mono camera + IMU, stereo cameras + IMU, even stereo cameras only). We also show a toy example of fusing VINS with GPS

MSCKF 框架

The MSCKF_VIO package is a stereo version of MSCKF. The software takes in synchronized stereo images and IMU messages and generates real-time 6DOF pose estimation of the IMU frame.

  • [SR-ISWF -an extension of MSCKF]

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