Table 9 Comparative attribute-wise results of finetuned trackers on D-PTUAC testing set.
From: Drone-Person Tracking in Uniform Appearance Crowd: A New Dataset
Tracker | Metrics | UF | AAC | ARC | BC | DEF | IV | FM | LT | ST | LR | MB | OV | FOC | POC | PV | ROT | SV |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
TATrack-Base38426 | SR (%) | 25.34 | 61.35* | 66.56* | 41.23*** | 56.17*** | 64.01 | 66.36* | 53.71** | 70.78** | 57.37** | 70.59* | 65.08 | 65.69* | 63.56* | 66.18* | 62.25* | 64.29* |
PR (%) | 30.61 | 54.19 | 75.12* | 50.19 | 69.00*** | 77.89*** | 68.79 | 59.64 | 75.32 | 69.95** | 69.70 | 75.99 | 77.07* | 69.27*** | 53.52 | 65.45 | 68.66 | |
NPR (%) | 35.80 | 72.68* | 84.33* | 49.73*** | 70.13*** | 79.95 | 82.53* | 66.47* | 86.78* | 73.02*** | 84.97* | 86.15 | 80.75* | 78.74* | 78.87* | 76.06* | 79.31* | |
SeqTrack-B25629 | SR (%) | 33.28** | 54.96 | 60.83 | 38.99 | 53.76 | 62.62 | 61.43 | 47.95 | 68.93 | 54.47 | 64.82 | 68.92** | 53.81 | 58.33 | 59.26 | 57.71 | 60.79 |
PR (%) | 40.73*** | 57.46 | 70.38 | 50.55*** | 64.08 | 73.29 | 66.69 | 56.75 | 74.65 | 65.19 | 68.14 | 79.71*** | 62.52 | 67.31 | 58.34 | 63.65 | 67.26 | |
NPR (%) | 46.89** | 61.40 | 76.02 | 48.55 | 67.12 | 77.53 | 73.91 | 59.75 | 81.06 | 70.36 | 74.31 | 89.85** | 66.87 | 70.87 | 65.47 | 68.29 | 72.65 | |
SLT-TrDiMP36 | SR (%) | 23.66 | 53.76 | 57.72 | 35.21 | 50.82 | 58.81 | 57.01 | 48.09 | 64.13 | 50.91 | 64.40 | 64.03 | 45.86 | 54.08 | 57.71 | 55.87 | 58.09 |
PR (%) | 34.48 | 59.31 | 68.64 | 52.39** | 64.61 | 72.49 | 63.26 | 59.04 | 72.44 | 65.14 | 68.82 | 76.09 | 54.62 | 63.88 | 58.09 | 64.58 | 66.98 | |
NPR (%) | 35.55 | 60.90 | 75.02 | 43.60 | 65.66 | 75.99 | 70.84 | 60.63 | 78.62 | 68.04 | 76.28 | 87.69 | 58.31 | 68.03 | 64.77 | 68.12 | 71.72 | |
MKDNet17 | SR (%) | 25.54 | 53.69 | 58.08 | 34.24 | 51.54 | 58.80 | 57.63 | 48.58 | 64.29 | 51.89 | 66.55 | 65.80 | 45.71 | 56.39 | 58.58 | 56.56 | 58.42 |
PR (%) | 31.91 | 54.17 | 67.79 | 43.95 | 62.32 | 70.47 | 62.63 | 55.36 | 71.13 | 63.50 | 69.50 | 78.43 | 53.41 | 64.14 | 55.69 | 62.18 | 64.92 | |
NPR (%) | 36.85 | 59.83 | 73.29 | 42.34 | 64.64 | 74.17 | 69.99 | 60.81 | 76.62 | 68.19 | 76.20 | 88.44*** | 57.47 | 68.97 | 64.72 | 67.13 | 70.57 | |
TrDiMP35 | SR (%) | 25.50 | 57.03 | 63.86** | 36.15 | 57.26** | 65.47** | 64.28** | 52.86*** | 70.43*** | 55.29 | 70.44** | 67.44*** | 58.00*** | 61.06*** | 61.69*** | 61.89*** | 63.80*** |
PR (%) | 31.79 | 59.36 | 75.06** | 45.07 | 69.19** | 78.84* | 71.76* | 62.54** | 78.84*** | 67.45*** | 76.86* | 81.76** | 67.30*** | 70.47** | 61.51 | 69.46** | 72.10** | |
NPR (%) | 36.86 | 64.99*** | 79.36** | 45.08 | 70.59** | 81.43** | 77.87** | 64.18 | 84.86*** | 70.78 | 81.24** | 87.82 | 71.82** | 74.05*** | 69.75** | 73.39*** | 76.95** | |
SuperDiMP32 | SR (%) | 25.97 | 58.47** | 63.39*** | 37.59 | 55.52 | 64.46*** | 63.64*** | 48.44 | 72.76* | 54.42 | 70.16*** | 65.92 | 57.25 | 60.76 | 63.52** | 61.10 | 64.00** |
PR (%) | 31.11 | 59.40*** | 72.20*** | 46.02 | 65.72 | 75.46 | 68.89*** | 54.73 | 79.69* | 64.48 | 73.31** | 76.35 | 66.05 | 68.53 | 61.62*** | 66.83*** | 70.47*** | |
NPR (%) | 37.18 | 64.31 | 78.18 | 46.21 | 69.28 | 80.16*** | 76.14*** | 59.80 | 85.52** | 70.33 | 79.46*** | 86.34 | 70.29 | 73.41 | 68.90*** | 71.86 | 76.20*** | |
DropTrack45 | SR (%) | 38.93* | 50.45 | 57.98 | 32.14 | 51.28 | 60.47 | 57.48 | 43.13 | 66.48 | 46.78 | 64.01 | 59.37 | 49.71 | 56.34 | 53.69 | 55.15 | 57.13 |
PR (%) | 48.93* | 50.45 | 66.11 | 41.27 | 61.31 | 71.11 | 61.52 | 51.68 | 70.74 | 56.51 | 65.93 | 69.50 | 56.44 | 64.22 | 49.74 | 60.12 | 62.54 | |
NPR (%) | 52.12* | 55.17 | 72.58 | 40.49 | 64.92 | 75.67 | 69.14 | 54.08 | 78.15 | 62.39 | 72.30 | 79.72 | 61.22 | 68.36 | 57.54 | 65.30 | 68.39 | |
ToMP5022 | SR (%) | 32.46*** | 57.35*** | 63.30 | 41.99** | 55.02 | 63.27 | 61.63 | 53.82* | 67.57 | 57.08*** | 66.03 | 70.92* | 53.80 | 58.78 | 61.56 | 59.17 | 62.44 |
PR (%) | 39.19 | 59.69** | 72.15 | 50.06 | 65.22 | 74.06 | 67.76 | 61.00*** | 74.86 | 67.29 | 70.83*** | 82.53* | 61.10 | 66.79 | 61.74** | 65.73 | 69.49 | |
NPR (%) | 43.84*** | 62.98 | 78.70*** | 50.61** | 68.71 | 78.62 | 74.05 | 66.34** | 79.29 | 73.34** | 75.55 | 92.77* | 66.29 | 71.12 | 66.86 | 69.78 | 74.40 | |
MixFormer-CvT37 | SR (%) | 21.28 | 48.63 | 55.06 | 28.97 | 50.89 | 57.72 | 57.57 | 46.32 | 62.47 | 50.62 | 61.86 | 60.05 | 49.44 | 52.72 | 54.81 | 54.64 | 56.50 |
PR (%) | 28.35 | 46.29 | 66.91 | 40.21 | 65.77 | 72.50 | 62.17 | 56.14 | 68.68 | 66.36 | 63.21 | 75.89 | 58.96 | 60.53 | 47.70 | 61.29 | 63.56 | |
NPR (%) | 32.37 | 54.33 | 72.69 | 37.23 | 66.56 | 75.88 | 72.16 | 60.25 | 76.57 | 68.91 | 73.44 | 84.58 | 64.04 | 67.02 | 60.59 | 66.74 | 70.36 | |
AiATrack34 | SR (%) | 29.55 | 56.87 | 59.86 | 54.40* | 63.42* | 67.09* | 61.99 | 52.41 | 70.16 | 60.35* | 62.90 | 59.40 | 59.09** | 62.76** | 57.45 | 62.01** | 63.14 |
PR (%) | 42.90** | 66.37* | 69.85 | 72.17* | 76.19* | 78.68** | 70.32** | 64.07* | 79.01** | 73.46* | 70.02 | 68.92 | 67.88** | 72.87* | 63.80* | 71.94* | 72.76* | |
NPR (%) | 41.39 | 65.04** | 74.78 | 66.66* | 77.97* | 82.26* | 74.61 | 63.83*** | 83.31 | 77.33* | 72.05 | 78.36 | 71.41*** | 75.77** | 64.70 | 73.73** | 75.67 |