FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2295374856> ?p ?o ?g. }

• W2295374856 abstract "In this paper, we propose an approach for tracking arbitrary objects based on dynamic motion model and support vector machines (SVMs). When the motion of target is large or abrupt, modeling target motion is crucial for robust object tracking, however, recent advanced trackers ignore this component. In our proposed approach, we represent target motion as a random stochastic process. We use Kernelized Harmonic Means to predict the next state of target motion using few prior state vectors, and then utilize Particle filter to further optimize the predicted state. Because SVMs possess good generalization ability, while being robust against noise, we adopt online ker-nelized SVMs to the tracking problem. Our approach learns the appearance of the target during tracking, and thus the proposed method is able to adapt online to target appearance changes and its surrounding background. In addition, we incorporate our motion model within the online kernelized SVMs framework as an energy map to assign higher energy for the support vectors that are closer to the location predicted by the proposed motion model. This allows reliably maintaining smooth trajectories without unnatural jittering artifacts, which is important for long-term object tracking in the presence of occlusion and noise. Taking the dynamic model into account also improves the computational efficiency as it reduces the dense search space required for localizing the target candidate. Experimentally, we demonstrate that the proposed method outperforms state-of-the-art trackers on particularly challenging standard datasets." @default.
• W2295374856 created "2016-06-24" @default.
• W2295374856 creator A5066254300 @default.
• W2295374856 creator A5086415850 @default.
• W2295374856 date "2015-09-01" @default.
• W2295374856 modified "2023-09-28" @default.
• W2295374856 title "Object tracking with adaptive motion modeling of particle filter and support vector machines" @default.
• W2295374856 cites W1483307070 @default.
• W2295374856 cites W1974978785 @default.
• W2295374856 cites W1981219153 @default.
• W2295374856 cites W1995903777 @default.
• W2295374856 cites W2016075127 @default.
• W2295374856 cites W2033419168 @default.
• W2295374856 cites W2038943746 @default.
• W2295374856 cites W2044986361 @default.
• W2295374856 cites W2048506041 @default.
• W2295374856 cites W2081791821 @default.
• W2295374856 cites W2089961441 @default.
• W2295374856 cites W2098613108 @default.
• W2295374856 cites W2098941887 @default.
• W2295374856 cites W2105842272 @default.
• W2295374856 cites W2109139211 @default.
• W2295374856 cites W2109579504 @default.
• W2295374856 cites W2119823327 @default.
• W2295374856 cites W2124211486 @default.
• W2295374856 cites W2126736494 @default.
• W2295374856 cites W2147253850 @default.
• W2295374856 cites W2160337655 @default.
• W2295374856 cites W2162383208 @default.
• W2295374856 cites W2163352848 @default.
• W2295374856 cites W2164598857 @default.
• W2295374856 cites W2165037244 @default.
• W2295374856 cites W2167089254 @default.
• W2295374856 doi "https://doi.org/10.1109/icip.2015.7350978" @default.
• W2295374856 hasPublicationYear "2015" @default.
• W2295374856 type Work @default.
• W2295374856 sameAs 2295374856 @default.
• W2295374856 citedByCount "3" @default.
• W2295374856 countsByYear W22953748562017 @default.
• W2295374856 countsByYear W22953748562018 @default.
• W2295374856 countsByYear W22953748562019 @default.
• W2295374856 crossrefType "proceedings-article" @default.
• W2295374856 hasAuthorship W2295374856A5066254300 @default.
• W2295374856 hasAuthorship W2295374856A5086415850 @default.
• W2295374856 hasConcept C106131492 @default.
• W2295374856 hasConcept C114614502 @default.
• W2295374856 hasConcept C115961682 @default.
• W2295374856 hasConcept C12267149 @default.
• W2295374856 hasConcept C153180895 @default.
• W2295374856 hasConcept C154945302 @default.
• W2295374856 hasConcept C15744967 @default.
• W2295374856 hasConcept C19417346 @default.
• W2295374856 hasConcept C202474056 @default.
• W2295374856 hasConcept C2775936607 @default.
• W2295374856 hasConcept C2779020251 @default.
• W2295374856 hasConcept C2781238097 @default.
• W2295374856 hasConcept C31972630 @default.
• W2295374856 hasConcept C33923547 @default.
• W2295374856 hasConcept C41008148 @default.
• W2295374856 hasConcept C52421305 @default.
• W2295374856 hasConcept C56461940 @default.
• W2295374856 hasConcept C57501372 @default.
• W2295374856 hasConcept C74193536 @default.
• W2295374856 hasConcept C99498987 @default.
• W2295374856 hasConceptScore W2295374856C106131492 @default.
• W2295374856 hasConceptScore W2295374856C114614502 @default.
• W2295374856 hasConceptScore W2295374856C115961682 @default.
• W2295374856 hasConceptScore W2295374856C12267149 @default.
• W2295374856 hasConceptScore W2295374856C153180895 @default.
• W2295374856 hasConceptScore W2295374856C154945302 @default.
• W2295374856 hasConceptScore W2295374856C15744967 @default.
• W2295374856 hasConceptScore W2295374856C19417346 @default.
• W2295374856 hasConceptScore W2295374856C202474056 @default.
• W2295374856 hasConceptScore W2295374856C2775936607 @default.
• W2295374856 hasConceptScore W2295374856C2779020251 @default.
• W2295374856 hasConceptScore W2295374856C2781238097 @default.
• W2295374856 hasConceptScore W2295374856C31972630 @default.
• W2295374856 hasConceptScore W2295374856C33923547 @default.
• W2295374856 hasConceptScore W2295374856C41008148 @default.
• W2295374856 hasConceptScore W2295374856C52421305 @default.
• W2295374856 hasConceptScore W2295374856C56461940 @default.
• W2295374856 hasConceptScore W2295374856C57501372 @default.
• W2295374856 hasConceptScore W2295374856C74193536 @default.
• W2295374856 hasConceptScore W2295374856C99498987 @default.
• W2295374856 hasLocation W22953748561 @default.
• W2295374856 hasOpenAccess W2295374856 @default.
• W2295374856 hasPrimaryLocation W22953748561 @default.
• W2295374856 hasRelatedWork W1536122514 @default.
• W2295374856 hasRelatedWork W2036150645 @default.
• W2295374856 hasRelatedWork W2047237558 @default.
• W2295374856 hasRelatedWork W2089412630 @default.
• W2295374856 hasRelatedWork W2094189627 @default.
• W2295374856 hasRelatedWork W2100353587 @default.
• W2295374856 hasRelatedWork W2113595424 @default.
• W2295374856 hasRelatedWork W2142422101 @default.
• W2295374856 hasRelatedWork W2159036045 @default.
• W2295374856 hasRelatedWork W2162608706 @default.
• W2295374856 hasRelatedWork W2188483792 @default.
• W2295374856 hasRelatedWork W2233619516 @default.
• W2295374856 hasRelatedWork W2249608226 @default.

• next