FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2154889144> ?p ?o ?g. }

• W2154889144 endingPage "596" @default.
• W2154889144 startingPage "583" @default.
• W2154889144 abstract "The core component of most modern trackers is a discriminative classifier, tasked with distinguishing between the target and the surrounding environment. To cope with natural image changes, this classifier is typically trained with translated and scaled sample patches. Such sets of samples are riddled with redundancies-any overlapping pixels are constrained to be the same. Based on this simple observation, we propose an analytic model for datasets of thousands of translated patches. By showing that the resulting data matrix is circulant, we can diagonalize it with the discrete Fourier transform, reducing both storage and computation by several orders of magnitude. Interestingly, for linear regression our formulation is equivalent to a correlation filter, used by some of the fastest competitive trackers. For kernel regression, however, we derive a new kernelized correlation filter (KCF), that unlike other kernel algorithms has the exact same complexity as its linear counterpart. Building on it, we also propose a fast multi-channel extension of linear correlation filters, via a linear kernel, which we call dual correlation filter (DCF). Both KCF and DCF outperform top-ranking trackers such as Struck or TLD on a 50 videos benchmark, despite running at hundreds of frames-per-second, and being implemented in a few lines of code (Algorithm 1). To encourage further developments, our tracking framework was made open-source." @default.
• W2154889144 created "2016-06-24" @default.
• W2154889144 creator A5024233672 @default.
• W2154889144 creator A5034180564 @default.
• W2154889144 creator A5045422006 @default.
• W2154889144 creator A5084478386 @default.
• W2154889144 date "2015-03-01" @default.
• W2154889144 modified "2023-10-17" @default.
• W2154889144 title "High-Speed Tracking with Kernelized Correlation Filters" @default.
• W2154889144 cites W1964846093 @default.
• W2154889144 cites W1980476869 @default.
• W2154889144 cites W2001785244 @default.
• W2154889144 cites W2038943746 @default.
• W2154889144 cites W2075742732 @default.
• W2154889144 cites W2089961441 @default.
• W2154889144 cites W2098941887 @default.
• W2154889144 cites W2105594236 @default.
• W2154889144 cites W2109235804 @default.
• W2154889144 cites W2109579504 @default.
• W2154889144 cites W2110949655 @default.
• W2154889144 cites W2113201641 @default.
• W2154889144 cites W2118508489 @default.
• W2154889144 cites W2124211486 @default.
• W2154889144 cites W2125556102 @default.
• W2154889144 cites W2126302311 @default.
• W2154889144 cites W2149829493 @default.
• W2154889144 cites W2157452486 @default.
• W2154889144 cites W2162152641 @default.
• W2154889144 cites W2162919312 @default.
• W2154889144 cites W2165037244 @default.
• W2154889144 cites W2165502232 @default.
• W2154889144 cites W2168356304 @default.
• W2154889144 cites W2534457893 @default.
• W2154889144 cites W2538008885 @default.
• W2154889144 doi "https://doi.org/10.1109/tpami.2014.2345390" @default.
• W2154889144 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/26353263" @default.
• W2154889144 hasPublicationYear "2015" @default.
• W2154889144 type Work @default.
• W2154889144 sameAs 2154889144 @default.
• W2154889144 citedByCount "4265" @default.
• W2154889144 countsByYear W21548891442014 @default.
• W2154889144 countsByYear W21548891442015 @default.
• W2154889144 countsByYear W21548891442016 @default.
• W2154889144 countsByYear W21548891442017 @default.
• W2154889144 countsByYear W21548891442018 @default.
• W2154889144 countsByYear W21548891442019 @default.
• W2154889144 countsByYear W21548891442020 @default.
• W2154889144 countsByYear W21548891442021 @default.
• W2154889144 countsByYear W21548891442022 @default.
• W2154889144 countsByYear W21548891442023 @default.
• W2154889144 crossrefType "journal-article" @default.
• W2154889144 hasAuthorship W2154889144A5024233672 @default.
• W2154889144 hasAuthorship W2154889144A5034180564 @default.
• W2154889144 hasAuthorship W2154889144A5045422006 @default.
• W2154889144 hasAuthorship W2154889144A5084478386 @default.
• W2154889144 hasBestOaLocation W21548891442 @default.
• W2154889144 hasConcept C11413529 @default.
• W2154889144 hasConcept C114614502 @default.
• W2154889144 hasConcept C115973184 @default.
• W2154889144 hasConcept C122280245 @default.
• W2154889144 hasConcept C12267149 @default.
• W2154889144 hasConcept C153180895 @default.
• W2154889144 hasConcept C154945302 @default.
• W2154889144 hasConcept C33923547 @default.
• W2154889144 hasConcept C41008148 @default.
• W2154889144 hasConcept C56461940 @default.
• W2154889144 hasConcept C57501372 @default.
• W2154889144 hasConcept C74193536 @default.
• W2154889144 hasConcept C97931131 @default.
• W2154889144 hasConceptScore W2154889144C11413529 @default.
• W2154889144 hasConceptScore W2154889144C114614502 @default.
• W2154889144 hasConceptScore W2154889144C115973184 @default.
• W2154889144 hasConceptScore W2154889144C122280245 @default.
• W2154889144 hasConceptScore W2154889144C12267149 @default.
• W2154889144 hasConceptScore W2154889144C153180895 @default.
• W2154889144 hasConceptScore W2154889144C154945302 @default.
• W2154889144 hasConceptScore W2154889144C33923547 @default.
• W2154889144 hasConceptScore W2154889144C41008148 @default.
• W2154889144 hasConceptScore W2154889144C56461940 @default.
• W2154889144 hasConceptScore W2154889144C57501372 @default.
• W2154889144 hasConceptScore W2154889144C74193536 @default.
• W2154889144 hasConceptScore W2154889144C97931131 @default.
• W2154889144 hasFunder F4320337197 @default.
• W2154889144 hasIssue "3" @default.
• W2154889144 hasLocation W21548891441 @default.
• W2154889144 hasLocation W21548891442 @default.
• W2154889144 hasLocation W21548891443 @default.
• W2154889144 hasLocation W21548891444 @default.
• W2154889144 hasOpenAccess W2154889144 @default.
• W2154889144 hasPrimaryLocation W21548891441 @default.
• W2154889144 hasRelatedWork W1603091392 @default.
• W2154889144 hasRelatedWork W2095626363 @default.
• W2154889144 hasRelatedWork W2169565408 @default.
• W2154889144 hasRelatedWork W256589335 @default.
• W2154889144 hasRelatedWork W2803618243 @default.
• W2154889144 hasRelatedWork W2804764393 @default.
• W2154889144 hasRelatedWork W3020706491 @default.
• W2154889144 hasRelatedWork W4385454113 @default.

• next