Hungar, Hardi (2021) Fast plausibility checks of image interpretation maps. Advanced Driver Assistance Systems Europe 2021, 2021-09-15 - 2021-09-16, 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/ | ||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||
| Title: | Fast plausibility checks of image interpretation maps | ||||||||
| Authors: |
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| 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 Start Date: | 15 September 2021 | ||||||||
| Event End Date: | 16 September 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 (old) | ||||||||
| 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: | 24 Apr 2024 20:43 |
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