基于多高斯相关滤波的实时跟踪算法
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熊昌镇,王润玲,邹建成
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Real-time tracking algorithm based on multiple Gaussian-distribution correlation filters
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Chang-zhen XIONG,Run-ling WANG,Jian-cheng ZOU
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表 1 不同算法平均DP、OP、CLE及速度对比1) |
Tab.1 Comparisons of average DP、OP、CLE and speed for different algorithms |
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数据集 | 变量 | 深度特征跟踪器 | | 相关滤波跟踪器 | 本研究算法 | CF2 | MSDAT | HDT | DeepSRDCF | KCF | SRDCF | SAMF | DSST | Staple | 1)注:测试的9种算法速度为对应原算法文献中给出的速度。 | OTB 2013 | 平均DP/% | 89.5 | 89.1 | 86.3 | 88.9 | 84.9 | | 74.0 | 83.8 | 78.5 | 74.0 | 79.3 | 平均OP/% | 83.8 | 74.0 | 74.1 | 73.7 | 79.5 | 62.3 | 78.1 | 73.2 | 67.0 | 75.4 | 平均CLE/像素 | 12.7 | 15.7 | 14.6 | 15.9 | 25.7 | 35.5 | 35.2 | 30.1 | 41.2 | 30.6 | 平均速度/(帧·s−1) | 46.2 | 11.0 | 23.7 | 6.3 | 0.2 | 273.0 | 3.6 | 18.6 | 26.0 | 45.0 | OTB 100 | 平均DP/% | 86.6 | 83.7 | 82.1 | 84.8 | 85.1 | | 69.6 | 78.9 | 75.1 | 68.0 | 78.4 | 平均OP/% | 78.0 | 65.5 | 65.5 | 65.7 | 77.3 | 55.1 | 72.8 | 67.4 | 60.1 | 70.9 | 平均CLE/像素 | 15.3 | 22.8 | 20.5 | 20.1 | 21.4 | 45.0 | 38.6 | 36.5 | 50.4 | 31.5 | 平均速度/(帧·s−1) | 43.7 | 10.4 | 23.5 | 5.5 | 0.2 | 266.0 | 3.5 | 17.0 | 22.0 | 42.9 |
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