FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W1491558637> ?p ?o ?g. }

• W1491558637 abstract "Vision-based tracking of moving objects is important in many applications, ranging from sports and medicine to security and recognition of human action. In this dissertation we discuss novel methods for statistical deformable model tracking. Our main contribution is a method to estimate the probability distributions of the observations in a deformable model tracking system. This method offers the compelling advantage that it does not require us to make many of the traditional assumptions about the underlying probability distributions of the cues. Despite this advantage, it still is fast, the run time overhead over non-statistical approaches is only 5–10%. Our technique is based on the connection between affine forms, zonotopes, and Gaussian distributions. We use affine forms to bound and propagate confidences of image forces to confidences of the generalized forces in parameter space. Because its components are uniformly bounded, Lindeberg's theorem tells us that we can use a Gaussian distribution to approximate the random variable of the generalized force, described by the resulting affine form. The Berry-Esseen theorem provides an upper bound for the error in the optimal Gaussian approximation, and helps us to determine how many image forces are necessary to obtain a good Gaussian approximation. Unlike many other statistical methods our technique is suited for systems with large number of degrees of freedom. We present two applications for the estimation of the cue distributions: automatic adaptive integration of different cues using a maximum likelihood estimator, and the distribution estimation of the observations for a predictive filter. In this dissertation we also introduce the use directed acyclic graphs as powerful data structure to represent and implement deformable models. It allows us the creation of powerful and complex models with very few primitives. Finally we show examples, evaluate and validate (both qualitatively and quantitatively) the benefits of our method in real face tracking experiments using a model with 11 degrees of freedom." @default.
• W1491558637 created "2016-06-24" @default.
• W1491558637 creator A5006749804 @default.
• W1491558637 creator A5064437234 @default.
• W1491558637 date "2002-01-01" @default.
• W1491558637 modified "2023-09-26" @default.
• W1491558637 title "Statistical cue estimation for model-based shape and motion tracking" @default.
• W1491558637 cites W1490482062 @default.
• W1491558637 cites W1491178396 @default.
• W1491558637 cites W1509031088 @default.
• W1491558637 cites W1523582970 @default.
• W1491558637 cites W1532905117 @default.
• W1491558637 cites W1546995385 @default.
• W1491558637 cites W1555614281 @default.
• W1491558637 cites W1559536185 @default.
• W1491558637 cites W1564078726 @default.
• W1491558637 cites W1580334350 @default.
• W1491558637 cites W1580809199 @default.
• W1491558637 cites W1587785923 @default.
• W1491558637 cites W1607361923 @default.
• W1491558637 cites W1637190327 @default.
• W1491558637 cites W1649645444 @default.
• W1491558637 cites W1667165204 @default.
• W1491558637 cites W191550043 @default.
• W1491558637 cites W1969306251 @default.
• W1491558637 cites W1981404401 @default.
• W1491558637 cites W2018026486 @default.
• W1491558637 cites W2022266599 @default.
• W1491558637 cites W2038952578 @default.
• W1491558637 cites W2042296034 @default.
• W1491558637 cites W2046002001 @default.
• W1491558637 cites W2049742719 @default.
• W1491558637 cites W2051110650 @default.
• W1491558637 cites W2055945485 @default.
• W1491558637 cites W2056099894 @default.
• W1491558637 cites W2062691475 @default.
• W1491558637 cites W2082229127 @default.
• W1491558637 cites W2085850179 @default.
• W1491558637 cites W2088153921 @default.
• W1491558637 cites W2090040967 @default.
• W1491558637 cites W2096729407 @default.
• W1491558637 cites W2098613108 @default.
• W1491558637 cites W2100185791 @default.
• W1491558637 cites W2103157427 @default.
• W1491558637 cites W2103682126 @default.
• W1491558637 cites W2104095591 @default.
• W1491558637 cites W2108673563 @default.
• W1491558637 cites W2110059470 @default.
• W1491558637 cites W2111459438 @default.
• W1491558637 cites W2112337124 @default.
• W1491558637 cites W2112734135 @default.
• W1491558637 cites W2116975878 @default.
• W1491558637 cites W2118877769 @default.
• W1491558637 cites W2120448006 @default.
• W1491558637 cites W2122132668 @default.
• W1491558637 cites W2122663884 @default.
• W1491558637 cites W2123977795 @default.
• W1491558637 cites W2127267042 @default.
• W1491558637 cites W2130103520 @default.
• W1491558637 cites W2130657708 @default.
• W1491558637 cites W2133001582 @default.
• W1491558637 cites W2133566984 @default.
• W1491558637 cites W2141626467 @default.
• W1491558637 cites W2145023731 @default.
• W1491558637 cites W2149906774 @default.
• W1491558637 cites W2152826865 @default.
• W1491558637 cites W2159430037 @default.
• W1491558637 cites W2160919492 @default.
• W1491558637 cites W2161406034 @default.
• W1491558637 cites W2163397225 @default.
• W1491558637 cites W2164583070 @default.
• W1491558637 cites W2237250383 @default.
• W1491558637 cites W2273879208 @default.
• W1491558637 cites W2295661697 @default.
• W1491558637 cites W2295663742 @default.
• W1491558637 cites W2542163750 @default.
• W1491558637 cites W2751862591 @default.
• W1491558637 cites W3010782316 @default.
• W1491558637 cites W3040777582 @default.
• W1491558637 cites W3085654919 @default.
• W1491558637 cites W3146916448 @default.
• W1491558637 cites W3160881378 @default.
• W1491558637 cites W341108475 @default.
• W1491558637 hasPublicationYear "2002" @default.
• W1491558637 type Work @default.
• W1491558637 sameAs 1491558637 @default.
• W1491558637 citedByCount "1" @default.
• W1491558637 crossrefType "journal-article" @default.
• W1491558637 hasAuthorship W1491558637A5006749804 @default.
• W1491558637 hasAuthorship W1491558637A5064437234 @default.
• W1491558637 hasConcept C105795698 @default.
• W1491558637 hasConcept C11413529 @default.
• W1491558637 hasConcept C114289077 @default.
• W1491558637 hasConcept C121332964 @default.
• W1491558637 hasConcept C122123141 @default.
• W1491558637 hasConcept C134306372 @default.
• W1491558637 hasConcept C149441793 @default.
• W1491558637 hasConcept C154945302 @default.
• W1491558637 hasConcept C163716315 @default.
• W1491558637 hasConcept C185429906 @default.

• next