A Synchronized Stereo and Plenoptic Visual Odometry Dataset

07/24/2018
by   Niclas Zeller, et al.
2

We present a new dataset to evaluate monocular, stereo, and plenoptic camera based visual odometry algorithms. The dataset comprises a set of synchronized image sequences recorded by a micro lens array (MLA) based plenoptic camera and a stereo camera system. For this, the stereo cameras and the plenoptic camera were assembled on a common hand-held platform. All sequences are recorded in a very large loop, where beginning and end show the same scene. Therefore, the tracking accuracy of a visual odometry algorithm can be measured from the drift between beginning and end of the sequence. For both, the plenoptic camera and the stereo system, we supply full intrinsic camera models, as well as vignetting data. The dataset consists of 11 sequences which were recorded in challenging indoor and outdoor scenarios. We present, by way of example, the results achieved by state-of-the-art algorithms.

READ FULL TEXT

page 2

page 6

page 7

page 8

page 10

page 11

page 14

page 15

research
09/19/2018

DSVO: Direct Stereo Visual Odometry

This paper proposes a novel approach to stereo visual odometry without s...
research
09/13/2021

Balancing the Budget: Feature Selection and Tracking for Multi-Camera Visual-Inertial Odometry

We present a multi-camera visual-inertial odometry system based on facto...
research
10/01/2013

A Novel Georeferenced Dataset for Stereo Visual Odometry

In this work, we present a novel dataset for assessing the accuracy of s...
research
09/19/2023

Dive Deeper into Rectifying Homography for Stereo Camera Online Self-Calibration

Accurate estimation of stereo camera extrinsic parameters is the key to ...
research
07/01/2016

Noise Models in Feature-based Stereo Visual Odometry

Feature-based visual structure and motion reconstruction pipelines, comm...
research
09/15/2016

Improving the Accuracy of Stereo Visual Odometry Using Visual Illumination Estimation

In the absence of reliable and accurate GPS, visual odometry (VO) has em...

Please sign up or login with your details

Forgot password? Click here to reset