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An index of resources for SLAM algorithm evaluation. Contribution is welcome!

Online benchmarks & competition results

KITTI Odometry

SLAM-for-AR Competition @ ISMAR2019

Lifelong Robotic Vision Competition @ IROS 2019 - Lifelong SLAM Challenge

ETH3D SLAM & Stereo Benchmarks

Datasets

Dataset Year Agent Data Ground-truth Scene Scene changes
COLD 2009 Robot mono + omni + odom laser lab illumination/objects
TUM RGB-D 2012 Handheld/robot RGBD MoCap office/work shed -
KITTI Odometry 2012 Car stereo + laser GPS/OXTS suburban/highway moving objects
NYUv2 2012 Handheld RGBD None home/office -
ICL-NUIM 2014 Synthetic data RGBD simulator home/office -
EuRoC 2016 Drone stereo + IMU Vicon MoCap / laser work shed -
SceneNet RGB-D 2017 Synthetic data RGBD simulator home
TUM VI 2018 Handheld stereo + IMU MoCap campus buildings -
Bonn RGB-D Dynamic Dataset 2019 Handheld RGBD MoCap lab moving object
InteriorNet 2019 Synthetic data RGBD + IMU simulator home illumination/objects (simulation)
OpenLORIS-Scene 2019 Robot RGBD + stereo fisheyes + IMU + odom MoCap / laser home/office/cafe/supermarket illumination/objects (real life)

Evaluation Tools (TODO)

TUM script

EVO

OpenLORIS-Scene Tools

Survey Papers

Past, Present, and Future of Simultaneous Localization And Mapping: Towards the Robust-Perception Age 2016

Simultaneous Localization and Mapping in the Epoch of Semantics: A Survey 2018

A Survey of Simultaneous Localization and Mapping 2019