2007-IUPR-18Dec_1303.pdf

0.0 0.00 0.02 0.04 0.05 0.06 0.1 0.10 0.15 0.2 0.25 0.26 0.3 0.4 0.42 0.43 0.48 0.5 0.56 0.59 0.6 0.62 0.63 0.64 0.66 0.67 0.70 0.75 0.79 0.8 1.0 1.1 1.2 1.5 100 1000 10000 10th 119082 1197 11th 1203 1375 1384 145086 147091 1516 1523 167 178 17th 1992 1996 1999 2-dimensional 2.0 2.1 2.2 2.3 2.4 2.5 2000 2001 2002 2003 2005 2006 2007 2008 204 20MB 213 216081 234 240 25-Gaussian 297 2nd 3-dimensional 3.1 3.2 3.3 300 314 319 4.1 4.2 4000 416 42049 423 438 445 456 463 464 471 500 5000 578 586 5dimensional 6000 603 619 62096 67663 700kB 767 776 7th 8000 829 838 8th Abstract Acknowledgments Adaptive Additionally Algorithm Ali All Also Analysis Applications Applied Apr Arithmetic Assume Bandera Because Benchmark Berg Berkeley Bishop Bound Branch Breadth-first Breuel British Brooks C.H C.M CIELUV CRC Call Carreira-Perpinan Christoph Collins Color Comaniciu Company Computational Computer Conclusions Conf Conference Congress Consider Construction Continue Contribution D.W DAGM Data Database Dataset Davis Densities Density Department Deselaers Distance Due Duraiswami E.g Electronic Enqueue Epanechnikov Estimates Estimation Evaluation Example Examples Experimental Experiments Explicit False Fast Fig Figure Finding First For Fowlkes Fraction Fraunhofer From Further G.W Gaus Gauss Gaussian Geometric Geometry Georgescu Germany Given Global Greedy Group Gumerov Hansen Hengel Here Human Hybrid ICCV IEEE ITWM Iberoamerican Image Improved Increased Instead Int Intelligence Intelligent International Interval Introduction J.M J.P July Kaiserslautern Kernel Keysers Kreveld Lampert Learning Let Letters Linear Literature Localization M.A M.J MISE MISE-optimal Machine Malik Many Martin Matching Mathematics May Mean Mean-shift Meer Mode Modes Multivariate N.A Nevertheless Ninth Non-Parametric Not Note Numerical Okada Oliver One Only Optimal Optimization Our Overmas Paper Pattern Performance Precision Preprint Press Prior-constrained Proc Processing Projects Publishing Pure Quantitative R.T RAST ROC ROCs Ramesh Rast Recognition Red References Related Relation Remove Research Runtime Sample Samples Sandoval Satellite Say Schwarzkopf Science Scientific Score Scott Sec Second Seeking Segmentation Shen Shimshoni Singh Some Sometimes Space Split Springer State-ofthe-art Stop Subdivision Such Suppose Symposium Systems T.M Tal That The Then Theory There These Theses This Thomas Trans Transformation True Two Ulges Under University Update Using Various Vision Walster When Whereas Wiley Wirjadi With World Yang accept acceptable accepted according accuracy accurate achieved achieving active adaptive adaptively add addition additional addresses algorithm algorithms allow allowed allows analysis annealing answering application applications applied apply applying approach approximate approximates arbitrarily argmaxT arithmetic arriving article ascent assign associated assumes assumption astronomical authors available averages avoid bandwidth banks based basic basis behavior benchmark benchmarking best best-first better blob bound boundary bounded bounds box boxes branch branch-andbound candidate case cases central certain change check child chose chosen claimed claims class classification close closely closer cluster clustering clusters color combination commonly compared comparing comparison comparisons completely completing component components computation computational computations compute computed computing conclude consider consisted consists constant constrained constructs contain contained containing contains continue contrast contribution control conventional converge converged convergence converges convolution coordinate counted counterpart covering criterion current currently d-dimensional data database dataset datasets deal definition demon demonstrate demonstrates den denote denotes densities density depth derivative derived deriving described describes description design designed desired details detected detecting detection determined developed deviation differences different differentiable dimension dimensional dimensions direction directly discussed distance distances distortions distributed distribution dividing divisions does domain dominant drastically draw drawn driven dropping e.g ease easily ecological edition effectiveness efficiency efficient efficiently element elements employ equal error errors especially established estimate estimated estimates estimation estimator estimators evaluate evaluated evaluating evaluation evaluations exactly example examples exist exists experiment experimental experiments explained explains explicitly extended factor false farther fast faster feature features fell figure filter final finding finish finite fix fixed flexibility focus following follows force form formulas forward fraction framework frequently function functions gain gauss general generated geometric given gives global globally governing gradient gradient-based graphically gray greedy green ground growth guarantee guaranteed guide half-open hand high higher hints hough http human i.e idea identical ijcia ijcia.shtml image images implement implementation implemented implementing important improved improvements inactive include increased increasing independently indicate indicated information instead integrated interested interpretation interval intervals introduced introduction inversely isotropic iteration itwm.fraunhofer.de joint just k-Gaussian kd-tree kernel known language large later leads level levels like likelihood line linear linearly lines local localization locally locations log lower lowering maps match matches matching material mathematical max maxima maximum mean mean-shift means measurably measure measured measures measuring memory merits method methods midpoint min minimizes miss missing mixture mode model modes modifications modified motion multimodal multiplication multiplications natural nearest need neglects neighbor new nhd nodes noise non non-parametric nonparametric nonzero normal novel number numerical object objectoriented objects observation observe obtain obtained obtaining offset omitted one-dimensional open operation operations operators optima optimal optimization optimum order out-of-the-box outcome outliers outlined outperforms overhead overload oversegment pages paper parameter parameters parent patch-based path pattern peak perception perfect performance ples point points popular positive positives possible practice precise precision prediction preferable preliminary prescribing present presented presents previous previously priority priors probability problem problems procedure processes profiles proportional propose proposed proposes provided provides providing publication published quality quantifies quantitatively question queue radial random ranking rates re-sort real receiver-operator-characteristic recently recognition red reduces refer regardless regions related relations remaining removal remove removing replaced reported required requirements requires respect respectively result resulting results returns revealed rez-Lorenzo rigorous robust rule runtime runtimes saddle sammean sample samples scale scale-space scales scaling scheme scope score scores scoring search searching sec section seeking segment segmentation segmentations segmented segmenting selection sensitive set sets setting setup shift shown shows sian significant significantly similar simplifications simply simulate simulated simulations situation size slightly slower small smaller smoothed software solution solutions solve solving source space spaces spatial specialized specifying square squares standard state stationary statistically statistics step steps stopped straight strate strategy strong strongly structure studied sub-intervals subdivided subdividing subdivision subdivisions subtractions successfully sufficiently suitable superscript support switching table taking tasks tend tends termed termination terms test tested testing text texture thank theoretically theory thorough threshold tight time times tool tools total track tracking tracks transfers transform transformation transformations transformed treatment tree trial trials triples true truth try tuning unconstrained underlying unfavorable uniform uniformly unimodal unknown unusual upper use used uses using usual usually value values van variable variables variant varied various vector vectors verify version video vision visualization volume way ways weak website widely widest width wirjadi words worst wrapped www.eecs.berkeley.edu www.iupr.org www.worldscinet.com x-xi x2t zero