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Fast plausibility checks of image interpretation maps

Hungar, Hardi (2021) Fast plausibility checks of image interpretation maps. Advanced Driver Assistance Systems Europe 2021, 15.-16. Sep. 2021, online.

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Abstract

The semantical interpretation of images is usually done by AI functions. Though they deliver mostly good results, errors do occur rather often. This motivates adding some functionality to check the plausibility of the interpretation results. Such checks may be formulated by a set of probabilistic rules which assign probabilities to geometrical relations found in the interpretation. However, the evaluation of a system of rules may become computationally expensive. We propose to precompute the evaluation and store the results in an optimized form. Namely, we use Algebraic Decision Diagrams to represent the results of the plausibility check. The decision diagrams provide the plausibility check result at query time at a low computational cost.

Item URL in elib:https://elib.dlr.de/143999/
Document Type:Conference or Workshop Item (Speech)
Title:Fast plausibility checks of image interpretation maps
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iD
Hungar, HardiHardi.Hungar (at) dlr.dehttps://orcid.org/0000-0001-6777-0614
Date:16 September 2021
Refereed publication:No
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:vehicle sensor interpretation semantical image labeling probabilistic data base evaluation
Event Title:Advanced Driver Assistance Systems Europe 2021
Event Location:online
Event Type:international Conference
Event Dates:15.-16. Sep. 2021
Organizer:we.CONECT Global Leaders GmbH
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:Road Transport
DLR - Research area:Transport
DLR - Program:V ST Straßenverkehr
DLR - Research theme (Project):V - NGC KoFiF
Location: Braunschweig
Institutes and Institutions:Institute of Transportation Systems > Verification and Validation, BS
Deposited By: Hungar, PD Dr. Hardi
Deposited On:16 Dec 2021 12:23
Last Modified:16 Dec 2021 12:23

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