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Unifying-Visual-SLAM-WS

Website for the workshop on "Unifying Visual SLAM: From Fragmented Datasets to Scalable, Real-World Solutions ".

Unifying Visual SLAM

VSLAM

State-of-the-art Visual SLAM
MASt3R-SLAM MASt3R-SLAM: Real-Time Dense SLAM with 3D Reconstruction Priors
MonoGS Gaussian Splatting SLAM
DPVO Deep Patch Visual Odometry/SLAM
DROID-SLAM DROID-SLAM: Deep Visual SLAM for Monocular, Stereo, and RGB-D Cameras
ORB-SLAM2 ORB-SLAM2: an Open-Source SLAM System for Monocular, Stereo and RGB-D Cameras
DSO DSO: Direct Sparse Odometry

SfM

Structure-from-Motion
GLOMAP GLOMAP: Global Structure-from-Motion Revisited
COLMAP COLMAP: General-purpose SfM and Multi-View Stereo pipeline

Benchmark

Software Frameworks/Libraries
VSLAM-LAB A Comprehensive Framework for Visual SLAM Baselines and Datasets
VPR-methods VPR-methods-evaluation
PySLAM A Python implementation of a Visual SLAM pipeline for various camera types
slamplay Tools for experimenting with SLAM in C++

Datasets

Datasets
CroCoDL AR visual localization benchmark from legged robots for human-robot, cross-device mapping

Education

Courses / Educational Materials / Tutorials
SLAM Handbook SLAM Handbook
SLAM-Course SLAM-Course by Cyrill Stachniss
5 Minutes with Cyrill SLAM - 5 Minutes with Cyrill

Foundational

Foundational Papers
PTAM Parallel Tracking and Mapping for Small AR Workspace
MonoSLAM MonoSLAM: Real-Time Single Camera SLAM

Talks

Talks
Daniel Cremers Deep and Direct Visual SLAM - Tartan SLAM Series
Andrew Davison (1) From SLAM to Spatial AI - Robotics Today
Andrew Davison (2) Graph-based Representations for Spatial-AI - Tartan SLAM Series

Tools

Other Tools
Pixi A package management tool for developers
Spectacular AI SDK for real-time 3D mapping and 6-DoF pose tracking

More

Others
Awesome SLAM Datasets Collection of SLAM-related datasets

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