TRACK FINDING WITH DEFORMABLE TEMPLATES - THE ELASTIC ARMS APPROACH

被引:56
作者
OHLSSON, M
PETERSON, C
YUILLE, AL
机构
[1] UNIV LUND,DEPT THEORET PHYS,SOLVEGATAN 14A,S-22362 LUND,SWEDEN
[2] HARVARD UNIV,DIV APPL SCI,CAMBRIDGE,MA 02138
关键词
D O I
10.1016/0010-4655(92)90074-9
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A novel algorithm for particle tracking is presented and evaluated. It is based on deformable templates that converge using a deterministic annealing algorithm. These deformable templates are initialized by Hough transforms. The algorithm, which effectively represents a merger between neuronic decision making and parameter fitting, naturally lends itself to parallel execution. Very good performance is obtained for both non-magnetic and magnetic tracks. For the latter simulated TPC tracks from the CERN DELPHI detector are used.
引用
收藏
页码:77 / 98
页数:22
相关论文
共 27 条
[11]   ELASTIC TRACKING AND NEURAL NETWORK ALGORITHMS FOR COMPLEX PATTERN-RECOGNITION [J].
GYULASSY, M ;
HARLANDER, M .
COMPUTER PHYSICS COMMUNICATIONS, 1991, 66 (01) :31-46
[12]  
Huber PJ., 1981, ROBUST STATISTICS
[13]   OPTIMIZATION BY SIMULATED ANNEALING [J].
KIRKPATRICK, S ;
GELATT, CD ;
VECCHI, MP .
SCIENCE, 1983, 220 (4598) :671-680
[14]  
Koffka K., 2013, PRINCIPLES GESTALT P, VVolume 44
[15]  
Peterson C., 1989, International Journal of Neural Systems, V1, P3, DOI 10.1142/S0129065789000414
[17]  
PETERSON C, 1990, 1990 P INT WORKSH SO
[18]   Parallel Distributed Approaches to Combinatorial Optimization: Benchmark Studies on Traveling Salesman Problem [J].
Peterson, Carsten .
NEURAL COMPUTATION, 1990, 2 (03) :261-269
[19]  
Press W. H., 1992, NUMERICAL RECIPES EX
[20]  
REGLER M, 1989, P ADV STUDY I TECHNI