FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2893596116> ?p ?o ?g. }

• W2893596116 abstract "Modeling the trajectories of pedestrians is a key task in video surveillance. However, finding a suitable model to describe the trajectories is challenging, mainly because several of the models tend to have a large number of parameters to be estimated. This paper addresses this issue and provides insights on how to tackle this problem. We model the trajectories using a mixture of vector fields with probabilistic switching mechanism that allows to efficiently change the trajectory motion. Depending on the probabilistic formulation, the motions fields can have a dense or sparse representation, which we believe influences the performance of the model. Moreover, the model has a large set of parameters that need to be estimated using the initialization-dependent EM-algorithm. To overcome the previous issues, an extensive study of the parameters estimation is conducted, namely: (i) initialization, and (ii) priors distribution that controls the sparsity of the solution. The various models are evaluated in the trajectory prediction task, using a newly proposed method. Experimental results in both synthetic and real examples provide new insights and valuable information how the parameters play an important in the proposed framework." @default.
• W2893596116 created "2018-10-05" @default.
• W2893596116 creator A5018897159 @default.
• W2893596116 creator A5071738210 @default.
• W2893596116 creator A5078047670 @default.
• W2893596116 date "2018-01-01" @default.
• W2893596116 modified "2023-09-23" @default.
• W2893596116 title "Improving a Switched Vector Field Model for Pedestrian Motion Analysis" @default.
• W2893596116 cites W1964971935 @default.
• W2893596116 cites W1983705368 @default.
• W2893596116 cites W2015245929 @default.
• W2893596116 cites W2015876616 @default.
• W2893596116 cites W2037629065 @default.
• W2893596116 cites W2047371651 @default.
• W2893596116 cites W2125838338 @default.
• W2893596116 cites W2299778380 @default.
• W2893596116 cites W2606592784 @default.
• W2893596116 cites W2790747968 @default.
• W2893596116 doi "https://doi.org/10.1007/978-3-030-01449-0_1" @default.
• W2893596116 hasPublicationYear "2018" @default.
• W2893596116 type Work @default.
• W2893596116 sameAs 2893596116 @default.
• W2893596116 citedByCount "0" @default.
• W2893596116 crossrefType "book-chapter" @default.
• W2893596116 hasAuthorship W2893596116A5018897159 @default.
• W2893596116 hasAuthorship W2893596116A5071738210 @default.
• W2893596116 hasAuthorship W2893596116A5078047670 @default.
• W2893596116 hasConcept C104114177 @default.
• W2893596116 hasConcept C107673813 @default.
• W2893596116 hasConcept C11413529 @default.
• W2893596116 hasConcept C114289077 @default.
• W2893596116 hasConcept C114466953 @default.
• W2893596116 hasConcept C119857082 @default.
• W2893596116 hasConcept C121332964 @default.
• W2893596116 hasConcept C1276947 @default.
• W2893596116 hasConcept C13662910 @default.
• W2893596116 hasConcept C154945302 @default.
• W2893596116 hasConcept C162324750 @default.
• W2893596116 hasConcept C177264268 @default.
• W2893596116 hasConcept C17744445 @default.
• W2893596116 hasConcept C177769412 @default.
• W2893596116 hasConcept C187736073 @default.
• W2893596116 hasConcept C199360897 @default.
• W2893596116 hasConcept C199539241 @default.
• W2893596116 hasConcept C202444582 @default.
• W2893596116 hasConcept C2776359362 @default.
• W2893596116 hasConcept C2780451532 @default.
• W2893596116 hasConcept C33923547 @default.
• W2893596116 hasConcept C41008148 @default.
• W2893596116 hasConcept C49937458 @default.
• W2893596116 hasConcept C94625758 @default.
• W2893596116 hasConcept C9652623 @default.
• W2893596116 hasConceptScore W2893596116C104114177 @default.
• W2893596116 hasConceptScore W2893596116C107673813 @default.
• W2893596116 hasConceptScore W2893596116C11413529 @default.
• W2893596116 hasConceptScore W2893596116C114289077 @default.
• W2893596116 hasConceptScore W2893596116C114466953 @default.
• W2893596116 hasConceptScore W2893596116C119857082 @default.
• W2893596116 hasConceptScore W2893596116C121332964 @default.
• W2893596116 hasConceptScore W2893596116C1276947 @default.
• W2893596116 hasConceptScore W2893596116C13662910 @default.
• W2893596116 hasConceptScore W2893596116C154945302 @default.
• W2893596116 hasConceptScore W2893596116C162324750 @default.
• W2893596116 hasConceptScore W2893596116C177264268 @default.
• W2893596116 hasConceptScore W2893596116C17744445 @default.
• W2893596116 hasConceptScore W2893596116C177769412 @default.
• W2893596116 hasConceptScore W2893596116C187736073 @default.
• W2893596116 hasConceptScore W2893596116C199360897 @default.
• W2893596116 hasConceptScore W2893596116C199539241 @default.
• W2893596116 hasConceptScore W2893596116C202444582 @default.
• W2893596116 hasConceptScore W2893596116C2776359362 @default.
• W2893596116 hasConceptScore W2893596116C2780451532 @default.
• W2893596116 hasConceptScore W2893596116C33923547 @default.
• W2893596116 hasConceptScore W2893596116C41008148 @default.
• W2893596116 hasConceptScore W2893596116C49937458 @default.
• W2893596116 hasConceptScore W2893596116C94625758 @default.
• W2893596116 hasConceptScore W2893596116C9652623 @default.
• W2893596116 hasLocation W28935961161 @default.
• W2893596116 hasOpenAccess W2893596116 @default.
• W2893596116 hasPrimaryLocation W28935961161 @default.
• W2893596116 hasRelatedWork W1559351875 @default.
• W2893596116 hasRelatedWork W2025510320 @default.
• W2893596116 hasRelatedWork W2580080700 @default.
• W2893596116 hasRelatedWork W2736887377 @default.
• W2893596116 hasRelatedWork W2738024282 @default.
• W2893596116 hasRelatedWork W2805343198 @default.
• W2893596116 hasRelatedWork W2891376043 @default.
• W2893596116 hasRelatedWork W2939476696 @default.
• W2893596116 hasRelatedWork W2950093440 @default.
• W2893596116 hasRelatedWork W2961733885 @default.
• W2893596116 hasRelatedWork W2971679452 @default.
• W2893596116 hasRelatedWork W2989704640 @default.
• W2893596116 hasRelatedWork W3003906095 @default.
• W2893596116 hasRelatedWork W3032923314 @default.
• W2893596116 hasRelatedWork W3090980445 @default.
• W2893596116 hasRelatedWork W3103834977 @default.
• W2893596116 hasRelatedWork W3115748732 @default.
• W2893596116 hasRelatedWork W3135431857 @default.
• W2893596116 hasRelatedWork W3182698822 @default.
• W2893596116 hasRelatedWork W3193557514 @default.

• next