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projects [2013/10/21 03:10]
pszwed [Fuzzy Semantic Petri Nets]
projects [2014/07/07 14:55]
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-====== Projects ====== 
  
-===== Fuzzy Semantic Petri Nets ===== 
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-Fuzzy Semantic Petri Nets (FSPN) are Petri nets coupled with an underlying fuzzy ontology. 
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-  *The fuzzy ontology stores facts about a development of a certain complex event (or a process). They are expressed as fuzzy unary or binary relations between participating objects. The ontology ABox is updated with new observations. 
-  *The Petri net defines a scenario of an event (or a process, if you like), its places correspond to the scenario steps 
-  *Tokens in FSPN represent combinations of objects participating in the event. They are attributed with weights expressing likelihood of a scenario step occurrence 
-  *Guards in FSPN are conjunctions of fuzzy predicates referencing the assertions in the coupled ontology  ​ 
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-FSPN were applied to the problem of video event recognition. In the presented example an abandonned laguagge is correctly detected. (The event scenario and the dataset were published at [[http://​www.cvg.rdg.ac.uk/​PETS2006/​|PETS 2006 Workshop]]) .  
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-Scenario: 
-  -A man enters the scene and is still for some time 
-  -Then he takes his rucksack off and puts it on the floor. He stays close to it for some time. 
-  -Next, he leaves the rucksack unattended (the object is classified //​unattended//​ if the distance between it and its owner is greater than 3 m) 
-  -Finally, the man disappears and the luggage rest unattended (possible bomb planting) ​ 
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-The listed above steps correspond to the places of FSPN specifying the scenario. Transition guards define the conditions that should be satisfied to reach the next step.  
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-{{:​projects:​pets-scenario.png?​600}} 
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-The clip below shows the GUI of a software, that internally usess the FSPN approach to recognize video events.  ​ 
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-<​html>​ 
-<iframe width="​560"​ height="​315"​ src="//​www.youtube.com/​embed/​_hArl9i20TY"​ frameborder="​0"​ allowfullscreen></​iframe>​ 
-</​html>​ 
projects.txt ยท Last modified: 2014/07/07 14:55 (external edit)