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. 2024 Feb 11;24(4):1181. doi: 10.3390/s24041181

Table 7.

Tracking accuracy for nighttime 5 h duration (00:00:00~05:00:00).

Cam. Methods #Cows GT FP FN IDS MOTA(%)
01 Detectron2_SORT 4 213,915 0 10 10,314 95.17
Detectron2_DeepSORT 0 10 12,314 94.24
Detectron2_Modified_DeepSORT 0 10 1610 99.24
Detectron2_ByteTrack 0 10 3348 98.43
Detectron2_Centroid 0 10 1401 99.34
Detectron2_Centroid_Kalman 0 10 11,314 94.71
Detectron2_IOU 0 10 1312 99.38
Detectron2_CTA 0 10 3 99.99
02 Detectron2_SORT 8 354,100 0 20 11,472 96.75
Detectron2_DeepSORT 0 20 12,413 96.49
Detectron2_Modified_DeepSORT 0 20 4031 98.86
Detectron2_ByteTrack 0 20 11,872 96.64
Detectron2_Centroid 0 20 3431 99.03
Detectron2_Centroid_Kalman 0 20 12,292 96.52
Detectron2_IOU 0 20 2796 99.20
Detectron2_CTA 0 20 43 99.98
03 Detectron2_SORT 8 354,100 0 22 11,517 96.74
Detectron2_DeepSORT 0 22 12,933 96.34
Detectron2_Modified_DeepSORT 0 22 3931 98.88
Detectron2_ByteTrack 0 22 11,341 96.79
Detectron2_Centroid 0 22 3231 99.08
Detectron2_Centroid_Kalman 0 22 12,192 96.55
Detectron2_IOU 0 22 2894 99.18
Detectron2_CTA 0 22 48 99.98
04 Detectron2_SORT 7 323,870 0 12 10,417 96.78
Detectron2_DeepSORT 0 12 12,243 96.22
Detectron2_Modified_DeepSORT 0 12 1741 99.46
Detectron2_ByteTrack 0 12 3901 98.79
Detectron2_Centroid 0 12 1641 99.49
Detectron2_Centroid_Kalman 0 12 10,992 96.60
Detectron2_IOU 0 12 1413 99.56
Detectron2_CTA 0 12 37 99.98