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The list of visual SLAM and visual odometry methods

This memo is organized for personal use.

Index

Projects

Title Paper Method Input SLAM or VO Localization Loop close Year Source Code
PTAM Paper feature mono SLAM yes 2007 github
LSD-SLAM Paper direct mono, stereo SLAM yes 2013 github
SVO Paper direct mono VO 2014 github
SVO 2.0 Paper direct mono, stereo, fisheye VO 2016 github
PL-SVO Paper feature(point, line), direct(SVO) mono VO 2016 github
ORB-SLAM Paper feature mono SLAM yes yes 2015 github
ORB-SLAM2 Paper feature mono, stereo, rgb-d SLAM yes yes 2017 github
ORB-SLAM3 Paper feature mono, mono-imu, stereo, stereo-imu, rgb-d, rgb-d-imu, fisheye SLAM yes yes 2020 github
DSO Paper direct mono VO 2017 github
Stereo DSO Paper direct stereo VO 2017
Omnidirectional DSO Paper direct fisheye VO 2018 github
LDSO Paper direct mono VO yes 2018 github
VI-DSO Paper direct mono-imu VO 2018
VINS-fusion Paper shi tomasi + KLT stereo, mono-imu, stereo-imu, fisheye VO yes yes 2018 github
MSCKF
OKVIS
ROVIO
BASALT
Kimera Paper shi tomasi + KLT stereo-imu VO yes 2020 github
UcoSLAM Paper feature, marker mono, stereo, rgb-d SLAM yes yes 2019 website
TagSLAM Paper marker SLAM yes yes 2019 github
ORB-YGZ-SLAM feature(ORB-SLAM), direct(SVO) mono, mono-imu SLAM yes github
YGZ-Stereo-IMU SLAM feature(ORB-SLAM), direct(SVO) stereo, stereo-imu SLAM yes github
LCSD-SLAM Paper feature(ORB-SLAM), direct(DSO) mono SLAM yes 2018 github
DXSLAM paper feature(ORB-SLAM, SuperPoint, NetVlad) SLAM 2020 github
PL-SLAM(stereo) paper feature(point, line) stereo SLAM yes 2019 github
PL-SLAM(mono) paper feature(point, line + ORB-SLAM) mono SLAM 2017 not official
ORB-Line-SLAM paper feature(line + ORB-SLAM) SLAM 2018 github
Structure-SLAM paper feature(point, line + ORB-SLAM) mono SLAM yes 2020 github
Pop-up SLAM
CubeSLAM
Object-Plane SLAM
CNN-SLAM
CNN-SVO
DynaSLAM feature(ORB-SLAM) + MaskRCNN mono, stereo, rgb-d SLAM yes yes 2018 github
DynaSLAM2 SLAM 2020
Co-Fusion paper rgb-d SLAM 2017 github
Maskfusion paper object-aware, semantic(MaskRCNN), dynamic RGB-D SLAM rgb-d SLAM 2018 github

To do...

  • input: stereo, rgb-d, inertial, fishehe camera
  • feature(point, line, ...), direct, semi-direct, ...
  • deep learning based ...
  • dynamic environments ...

Datasets

Title Paper Year datasets
EuRoC MAV Dataset 2016 datasets
TUM-Mono 2016 datasets
TUM-RGBD 2012 datasets
TUM-Visual-Inertial 2018 datasets
KITTI 2013 datasets
ICL-NUIM 2014 datasets

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