Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Conference object . 2024
License: CC BY
Data sources: ZENODO
ZENODO
Article . 2024
License: CC BY
Data sources: Datacite
ZENODO
Article . 2024
License: CC BY
Data sources: Datacite
versions View all 2 versions
addClaim

6DGS: 6D Pose Estimation from a Single Image and a 3D Gaussian Splatting Model

Authors: Mekhalfi, Mohamed Lamine;

6DGS: 6D Pose Estimation from a Single Image and a 3D Gaussian Splatting Model

Abstract

Abstract. We propose 6DGS to estimate the camera pose of a targetRGB image given a 3D Gaussian Splatting (3DGS) model representing the scene. 6DGS avoids the iterative process typical of analysis-bysynthesis methods (e.g. iNeRF) that also require an initialization of thecamera pose in order to converge. Instead, our method estimates a 6DoFpose by inverting the 3DGS rendering process. Starting from the objectsurface, we define a radiant Ellicell that uniformly generates rays departing from each ellipsoid that parameterize the 3DGS model. Each Ellicellray is associated with the rendering parameters of each ellipsoid, which inturn is used to obtain the best bindings between the target image pixelsand the cast rays. These pixel-ray bindings are then ranked to select thebest scoring bundle of rays, which their intersection provides the cameracenter and, in turn, the camera rotation. The proposed solution obviatesthe necessity of an “a priori” pose for initialization, and it solves 6DoFpose estimation in closed form, without the need for iterations. Moreover,compared to the existing Novel View Synthesis (NVS) baselines for poseestimation, 6DGS can improve the overall average rotational accuracyby 12% and translation accuracy by 22% on real scenes, despite not requiring any initialization pose. At the same time, our method operatesnear real-time, reaching 15f ps on consumer hardware.

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average