Map-aided localization Dataset and Code for Left and Right InEKF Evaluation

Citation Author(s):
Zhongxing
Tao
Submitted by:
Tao Z.X.
Last updated:
Wed, 07/24/2024 - 09:47
DOI:
10.21227/5vef-t322
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Abstract 

This dataset is employed to evaluate the map-aided localization method based on the Left InEKF and Right InEKF. The dataset contains three main test datasets (two public datasets KITTI and Apollo-SouthBay , and one our collected dataset iVFC-Sudoku), each of which includes 3D point cloud maps, odometry pose, ground truth, and real-time 3D point cloud observations, where the KITTI and Apollo-SouthBay datasets can be download in https://www.cvlibs.net/datasets/kitti/ and https://apollo.auto/southbay.html, respectively.

Instructions: 

This dataset is employed to evaluate the map-aided localization method based on the Left InEKF and Right InEKF. 

On the kitti dataset (subdataset - Seq 00)

-- matlab code : DemoKitSeq00DistE.m

-- source file: KitLocFastData (not appeared in this dataset, please download on https://www.cvlibs.net/datasets/kitti/)

: KittiMapRoot (3D point cloud map, groundtruth and Odometry information)

 

On the Apollo-SouthBay dataset (subdataset - ColumbiaPark)

-- matlab code : DemoColumbiaPark.m

-- source file: ColumbiaParkLocD (not appeared in this dataset, please download on https://apollo.auto/southbay.html)

: ColumbiaParkMap (3D point cloud map, groundtruth and Odometry information)

 

On the iVPC-Sudoku dataset (subdataset - LongTerm02)

-- matlab code : DemoLongTerm02.m

-- source file: LongTerm02LocD 

: SudokuMapRoot (3D point cloud map, groundtruth and Odometry information)

 

Other file folders are used for 

-- common function: Common

-- evaluation function: Evaluation

-- invariant function: InvariantKF (Left InEKF and Right EKF)

-- 3d registrations: GaborCode (Part of the code is sourced from the website https://github.com/DrGabor/LiDAR)

Dataset Files

    Files have not been uploaded for this dataset