太赫兹科学与电子信息学报
太赫玆科學與電子信息學報
태혁자과학여전자신식학보
Information and Electronic Engineering
2014年
5期
671-677
,共7页
性能评估%检测前跟踪%指标体系%航迹
性能評估%檢測前跟蹤%指標體繫%航跡
성능평고%검측전근종%지표체계%항적
performance evaluation%Track-Before-Detect%metric system%track
针对传统性能评估指标难以有效评估检测前跟踪(TBD)算法性能的问题,构建了TBD算法性能评估通用流程,并从单帧检测和虚警、航迹检测和虚警及计算资源3个方面,建立了一套基于单目标模型的性能评估指标体系。在此基础上,比较了 Hough 变换和递推贝叶斯滤波2种典型 TBD算法的性能,仿真结果验证了该指标体系的有效性。
針對傳統性能評估指標難以有效評估檢測前跟蹤(TBD)算法性能的問題,構建瞭TBD算法性能評估通用流程,併從單幀檢測和虛警、航跡檢測和虛警及計算資源3箇方麵,建立瞭一套基于單目標模型的性能評估指標體繫。在此基礎上,比較瞭 Hough 變換和遞推貝葉斯濾波2種典型 TBD算法的性能,倣真結果驗證瞭該指標體繫的有效性。
침대전통성능평고지표난이유효평고검측전근종(TBD)산법성능적문제,구건료TBD산법성능평고통용류정,병종단정검측화허경、항적검측화허경급계산자원3개방면,건립료일투기우단목표모형적성능평고지표체계。재차기출상,비교료 Hough 변환화체추패협사려파2충전형 TBD산법적성능,방진결과험증료해지표체계적유효성。
A performance evaluation process is proposed to deal with the problem that the traditional performance metrics being hard to evaluate the Track-Before-Detect(TBD) algorithms effectively. Some performance evaluation metrics based on single target are proposed, from three aspects including single frame detection and false alarm, track detection and false alarm, and computing resources. On that basis, the performances of Hough transform and recursive Bayesian filtering are compared in simulation, which verifies the validity of the performance evaluation metrics.