awesome-slam

SLAM tutorials

A curated list of resources and tutorials on Simultaneous Localization And Mapping (SLAM) for robotics and computer vision.

A curated list of awesome SLAM tutorials, projects and communities.

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Awesome SLAM / News

Past, Present, and Future of Simultaneous Localization And Mapping: Towards the Robust-Perception AgeFor researchers, please read the recent review paper, , from Cesar Cadena, Luca Carlone et al

Awesome SLAM / Table of Contents / Books

State Estimation for Robotic -- A Matrix Lie Group Approachby Timothy D. Barfoot, 2018
Simultaneous Localization and Mapping for Mobile Robots: Introduction and Methodsby Juan-Antonio Fernández-Madrigal and José Luis Blanco Claraco, 2012
Simultaneous Localization and Mapping: Exactly Sparse Information Filtersby Zhan Wang, Shoudong Huang and Gamini Dissanayake, 2011
Probabilistic Roboticsby Dieter Fox, Sebastian Thrun, and Wolfram Burgard, 2005
An Invitation to 3-D Vision -- from Images to Geometric Modelsby Yi Ma, Stefano Soatto, Jana Kosecka and Shankar S. Sastry, 2005
Multiple View Geometry in Computer Visionby Richard Hartley and Andrew Zisserman, 2004
Numerical Optimizationby Jorge Nocedal and Stephen J. Wright, 1999

Awesome SLAM / Table of Contents / Courses, Lectures and Workshops

SLAM Tutorial@ICRA 2016
Geometry and Beyond - Representations, Physics, and Scene Understanding for Roboticsat Robotics: Science and Systems (2016)
Robotics - UPennon Coursera by Vijay Kumar (2016)
Robot Mapping - UniFreiburgby Gian Diego Tipaldi and Wolfram Burgard (2015-2016)
Robot Mapping - UniBonnby Cyrill Stachniss (2016)
Introduction to Mobile Robotics - UniFreiburgby Wolfram Burgard, Michael Ruhnke and Bastian Steder (2015-2016)
Computer Vision II: Multiple View Geometry - TUMby Daniel Cremers ( Spring 2016)
Advanced Robotics - UCBerkeleyby Pieter Abbeel (Fall 2015)
Mapping, Localization, and Self-Driving Vehiclesat CMU RI seminar by John Leonard (2015)
The Problem of Mobile Sensors: Setting future goals and indicators of progress for SLAMsponsored by Australian Centre for Robotics and Vision (2015)
Robotics - UPennby Philip Dames and Kostas Daniilidis (2014)
Autonomous Navigation for Flying Robotson EdX by Jurgen Sturm and Daniel Cremers (2014)
Robust and Efficient Real-time Mapping for Autonomous Robotsat CMU RI seminar by Michael Kaess (2014)
KinectFusion - Real-time 3D Reconstruction and Interaction Using a Moving Depth Cameraby David Kim (2012)
SLAM Summer Schoolorganized by Australian Centre for Field Robotics (2009)
SLAM Summer Schoolorganized by University of Oxford and Imperial College London (2006)
SLAM Summer Schoolorganized by KTH Royal Institute of Technology (2002)

Awesome SLAM / Table of Contents / Papers

Past, Present, and Future of Simultaneous Localization And Mapping: Towards the Robust-Perception Age(2016)
Direct Sparse Odometry(2016)
Modelling Uncertainty in Deep Learning for Camera Relocalization(2016)
Large-Scale Cooperative 3D Visual-Inertial Mapping in a Manhattan World(2016)
Towards Lifelong Feature-Based Mapping in Semi-Static Environments(2016)
Tree-Connectivity: Evaluating the Graphical Structure of SLAM(2016)
Visual-Inertial Direct SLAM(2016)
A Unified Resource-Constrained Framework for Graph SLAM(2016)
Multi-Level Mapping: Real-time Dense Monocular SLAM(2016)
Lagrangian duality in 3D SLAM: Verification techniques and optimal solutions(2015)
A Solution to the Simultaneous Localization and Map Building (SLAM) Problem
Simulataneous Localization and Mapping with the Extended Kalman Filter
Robotic Mapping: A Survey

Awesome SLAM / Table of Contents / Researchers

John Leonard
Sebastian Thrun
Frank Dellaert
Dieter Fox
Stergios I. Roumeliotis
Vijay Kumar
Ryan Eustice
Michael Kaess
Guoquan (Paul) Huang
Gabe Sibley
Luca Carlone
Andrea Censi
Paul Newman
Roland Siegwart
Juan Nieto
Wolfram Burgard
Jose Neira
Davide Scaramuzza
Cesar Cadena
Ian Reid
Tim Bailey
Gamini Dissanayake
Shoudong Huang

Awesome SLAM / Table of Contents / Datasets

Intel Research Lab (Seattle)

Awesome SLAM / Table of Contents / Code

ORB-SLAM1,533almost 4 years ago
LSD-SLAM2,624over 3 years ago
ORB-SLAM29,526over 2 years ago
DVO: Dense Visual Odometry647almost 10 years ago
SVO: Semi-Direct Monocular Visual Odometry2,110about 7 years ago
G2O: General Graph Optimization3,116almost 2 years ago
RGBD-SLAM951about 3 years ago

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