Abstract
Interaction analysis is defined as the generation of semantic descriptions from machine perception. This can be achieved through a combination of fuzzy metric temporal logic (FMTL) and situation graph trees (SGTs). We extended the FMTL/SGT framework with modules for clustering and parameter learning and we showed their advantages. The contributions of this paper are 1) the combination of FMTL/SGT reasoning with a customized clustering algorithm, 2) a method for learning FMTL rule parameters, 3) a new FMTL/SGT model that implements some powerful fuzzy spatiotemporal concepts, and 4) evaluation of this system in a crisis response control room setting.
Original language | English |
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Title of host publication | AVSS 2015 - 12th IEEE International Conference on Advanced Video and Signal Based Surveillance |
Publisher | IEEE |
ISBN (Print) | 9781467376327 |
DOIs | |
Publication status | Published - 2015 |
Event | 12th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2015 - Karlsruhe, Germany Duration: 25 Aug 2015 → 28 Aug 2015 |
Conference/symposium
Conference/symposium | 12th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2015 |
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Country/Territory | Germany |
City | Karlsruhe |
Period | 25/08/15 → 28/08/15 |
Keywords
- Adaptation models
- Clustering algorithms
- Cognition
- Measurement
- Noise
- Semantics
- Spatiotemporal phenomena