基于时空特征增强的单目标跟踪算法

顾磊,夏楠,江佳鸿,廉筱峪

Single object tracking algorithm based on spatio-temporal feature enhancement

Lei GU,Nan XIA,Jiahong JIANG,Xiaoyu LIAN

表 3 基准测试集LaSOT上所提算法与其他跟踪算法的实时效率比较

Tab.3 Comparison of real-time efficiency between proposed and other tracking algorithms on LaSOT benchmark dataset

模型 分辨率(模板, 搜索) AUC/% FPS/(帧·s−1) FLOPs/109 Np/106 TransT (128, 256) 64.8 45.7 16.7 23.0 STARK (128, 320) 67.2 43.6 18.5 47.2 MixViT (128, 288)/(192, 384) 68.7/71.9 50.3/10.8 20.9/113.1 97.4/195.4 OSTrack (128, 256)/(192, 384) 69.0/71.2 101.3/44.6 21.5/48.2 92.7/92.7 LGTrack (128, 256)/(192, 384) 70.2/71.4 29.4/16.5 39.2/92.7 87.9/87.9 EVPTrack (128, 256)/(192, 384) 70.4/72.3 70.7/27.6 35.7/69.1 73.7/73.7 OSTrack-ST (128, 256)/(192, 384) 70.5/72.6 49.8/18.9 32.4/74.5 98.3/98.3