diff --git a/README.md b/README.md index 07c1e1a..b7ce853 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,15 @@ # OverlapNet - Loop Closing for 3D LiDAR-based SLAM +### Table of Contents +0. [Introduction](#OverlapNet was nominated as the Best System Paper at Robotics: Science and Systems (RSS) 2020) +0. [Publication](#Publication) +0. [Logs](#Logs) +0. [Dependencies](#Dependencies) +0. [How to use](#How to use) +0. [Application](#Application) +0. [License](#License) + + ### OverlapNet was nominated as the Best System Paper at Robotics: Science and Systems (RSS) 2020 This repo contains the code for our RSS2020 paper, OverlapNet. @@ -25,6 +35,15 @@ If you use our implementation in your academic work, please cite the correspondi videourl = {https://www.youtube.com/watch?v=YTfliBco6aw}, } +## Logs +### Version 1.1 +- Added a method to the Infer class for inference with multiple frames versus multiple frames. +- Updated TensorFlow version in dependencies. +- Fixed bugs in generating ground truth overlap and yaw. +- Add an application and a link to our overlap-based MCL implementation. +### Version 1.0 +Open source initial submission + ## Dependencies We are using standalone keras with a tensorflow backend as a library for neural networks. @@ -219,6 +238,12 @@ The configuration file should have the following additional settings: Note that: the provided pre-trained model and preprocessed ground truth are with the constraint that the current frame only finds loop closures in the previous frames. +## Application +### [Overlap-based Monte Carlo Localization](https://github.com/PRBonn/overlap_localization) +This repo contains the code for our IROS2020 paper: Learning an Overlap-based Observation Model for 3D LiDAR Localization. + +It uses the OverlapNet to train an observation model for Monte Carlo Localization and achieves global localization with 3D LiDAR scans. + ## License