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 1 不同算法在LaSOT和GOT-10k测试集上的跟踪结果对比

Tab.1 Comparison of tracking results of different algorithms on LaSOT and GOT-10k test sets

算法 LaSOT GOT-10k AUC/% Pnorm/% P/% AO/% SR50/% SR75/% SiamRPN[8] 43.7 47.8 41.5 40.8 46.4 19.8 TAN[14] 47.4 53.5 45.3 — — — SiamFC++[9] 54.1 62.2 54.6 59.4 69.3 47.1 TransT[16] 64.8 73.7 69.0 66.9 76.7 60.8 STARK[17] 67.2 76.9 — 68.9 78.0 64.2 KeepTrack[13] 67.3 77.4 70.4 68.3 79.3 61.0 MixViT[23] 68.7 78.4 74.3 70.4 79.8 67.9 OSTrack[26] 69.0 78.6 75.1 70.9 80.2 68.2 SwinTrack[21] 69.2 78.3 74.0 69.4 78.0 64.3 AiATrack[18] 69.3 79.2 73.5 69.9 80.1 63.5 FEHST[22] 70.1 78.8 75.1 71.4 81.7 68.3 LGTrack[24] 70.2 80.4 76.4 72.4 82.3 69.6 EVPTrack[25] 70.4 80.6 77.4 73.3 83.6 70.7 OSTrack-ST 70.5 80.8 77.1 73.7 84.1 71.4