Matches in SemOpenAlex for { <https://semopenalex.org/work/W2952084543> ?p ?o ?g. }
- W2952084543 abstract "One of the most popular approaches to multi-target tracking is tracking-by-detection. Current min-cost flow algorithms which solve the data association problem optimally have three main drawbacks: they are computationally expensive, they assume that the whole video is given as a batch, and they scale badly in memory and computation with the length of the video sequence. In this paper, we address each of these issues, resulting in a computationally and memory-bounded solution. First, we introduce a dynamic version of the successive shortest-path algorithm which solves the data association problem optimally while reusing computation, resulting in significantly faster inference than standard solvers. Second, we address the optimal solution to the data association problem when dealing with an incoming stream of data (i.e., online setting). Finally, we present our main contribution which is an approximate online solution with bounded memory and computation which is capable of handling videos of arbitrarily length while performing tracking in real time. We demonstrate the effectiveness of our algorithms on the KITTI and PETS2009 benchmarks and show state-of-the-art performance, while being significantly faster than existing solvers." @default.
- W2952084543 created "2019-06-27" @default.
- W2952084543 creator A5016606943 @default.
- W2952084543 creator A5052123947 @default.
- W2952084543 creator A5058557954 @default.
- W2952084543 date "2014-07-23" @default.
- W2952084543 modified "2023-09-27" @default.
- W2952084543 title "FollowMe: Efficient Online Min-Cost Flow Tracking with Bounded Memory and Computation" @default.
- W2952084543 cites W100367037 @default.
- W2952084543 cites W1499901540 @default.
- W2952084543 cites W1531786615 @default.
- W2952084543 cites W1587241094 @default.
- W2952084543 cites W174104394 @default.
- W2952084543 cites W1977545325 @default.
- W2952084543 cites W1987389530 @default.
- W2952084543 cites W2000825879 @default.
- W2952084543 cites W2020209171 @default.
- W2952084543 cites W2031489346 @default.
- W2952084543 cites W2035153336 @default.
- W2952084543 cites W2041875597 @default.
- W2952084543 cites W2047286693 @default.
- W2952084543 cites W2051588547 @default.
- W2952084543 cites W2056310403 @default.
- W2952084543 cites W2057568004 @default.
- W2952084543 cites W2061773916 @default.
- W2952084543 cites W2070019681 @default.
- W2952084543 cites W2083049794 @default.
- W2952084543 cites W2097195835 @default.
- W2952084543 cites W2110226160 @default.
- W2952084543 cites W2112517951 @default.
- W2952084543 cites W2113929305 @default.
- W2952084543 cites W2115739848 @default.
- W2952084543 cites W2117539524 @default.
- W2952084543 cites W2118740913 @default.
- W2952084543 cites W2122088301 @default.
- W2952084543 cites W2124781496 @default.
- W2952084543 cites W2127084114 @default.
- W2952084543 cites W2130258433 @default.
- W2952084543 cites W2134529534 @default.
- W2952084543 cites W2134905085 @default.
- W2952084543 cites W2141781852 @default.
- W2952084543 cites W2144409879 @default.
- W2952084543 cites W2145287260 @default.
- W2952084543 cites W2147736645 @default.
- W2952084543 cites W2148958980 @default.
- W2952084543 cites W2150066425 @default.
- W2952084543 cites W2150183285 @default.
- W2952084543 cites W2154434560 @default.
- W2952084543 cites W2163937424 @default.
- W2952084543 cites W2168356304 @default.
- W2952084543 cites W2171243491 @default.
- W2952084543 cites W2171932356 @default.
- W2952084543 cites W2174962631 @default.
- W2952084543 cites W2613173048 @default.
- W2952084543 cites W2951638509 @default.
- W2952084543 cites W3120048558 @default.
- W2952084543 cites W128698569 @default.
- W2952084543 hasPublicationYear "2014" @default.
- W2952084543 type Work @default.
- W2952084543 sameAs 2952084543 @default.
- W2952084543 citedByCount "0" @default.
- W2952084543 crossrefType "posted-content" @default.
- W2952084543 hasAuthorship W2952084543A5016606943 @default.
- W2952084543 hasAuthorship W2952084543A5052123947 @default.
- W2952084543 hasAuthorship W2952084543A5058557954 @default.
- W2952084543 hasConcept C11413529 @default.
- W2952084543 hasConcept C114809511 @default.
- W2952084543 hasConcept C126255220 @default.
- W2952084543 hasConcept C134306372 @default.
- W2952084543 hasConcept C154945302 @default.
- W2952084543 hasConcept C15744967 @default.
- W2952084543 hasConcept C19417346 @default.
- W2952084543 hasConcept C196921405 @default.
- W2952084543 hasConcept C2775936607 @default.
- W2952084543 hasConcept C2776214188 @default.
- W2952084543 hasConcept C2778112365 @default.
- W2952084543 hasConcept C33923547 @default.
- W2952084543 hasConcept C34388435 @default.
- W2952084543 hasConcept C41008148 @default.
- W2952084543 hasConcept C45374587 @default.
- W2952084543 hasConcept C54355233 @default.
- W2952084543 hasConcept C86803240 @default.
- W2952084543 hasConcept C99545648 @default.
- W2952084543 hasConceptScore W2952084543C11413529 @default.
- W2952084543 hasConceptScore W2952084543C114809511 @default.
- W2952084543 hasConceptScore W2952084543C126255220 @default.
- W2952084543 hasConceptScore W2952084543C134306372 @default.
- W2952084543 hasConceptScore W2952084543C154945302 @default.
- W2952084543 hasConceptScore W2952084543C15744967 @default.
- W2952084543 hasConceptScore W2952084543C19417346 @default.
- W2952084543 hasConceptScore W2952084543C196921405 @default.
- W2952084543 hasConceptScore W2952084543C2775936607 @default.
- W2952084543 hasConceptScore W2952084543C2776214188 @default.
- W2952084543 hasConceptScore W2952084543C2778112365 @default.
- W2952084543 hasConceptScore W2952084543C33923547 @default.
- W2952084543 hasConceptScore W2952084543C34388435 @default.
- W2952084543 hasConceptScore W2952084543C41008148 @default.
- W2952084543 hasConceptScore W2952084543C45374587 @default.
- W2952084543 hasConceptScore W2952084543C54355233 @default.
- W2952084543 hasConceptScore W2952084543C86803240 @default.