Table 8.
Tracking accuracy for daytime 5 h duration (13:00:00~18:00:00).
Cam. | Methods | #Cows | GT | FP | FN | IDS | MOTA(%) |
---|---|---|---|---|---|---|---|
01 | Detectron2_SORT | 4 | 213,915 | 0 | 66 | 10,214 | 95.19 |
Detectron2_DeepSORT | 0 | 66 | 12,214 | 94.26 | |||
Detectron2_Modified_DeepSORT | 0 | 66 | 1510 | 99.26 | |||
Detectron2_ByteTrack | 0 | 66 | 3248 | 98.45 | |||
Detectron2_Centroid | 0 | 66 | 1301 | 99.36 | |||
Detectron2_Centroid_Kalman | 0 | 66 | 11,214 | 94.73 | |||
Detectron2_IOU | 0 | 66 | 1212 | 99.40 | |||
Detectron2_CTA | 0 | 66 | 4 | 99.97 | |||
02 | Detectron2_SORT | 8 | 354,100 | 0 | 23 | 11,317 | 96.80 |
Detectron2_DeepSORT | 0 | 23 | 12,213 | 96.54 | |||
Detectron2_Modified_DeepSORT | 0 | 23 | 3431 | 99.02 | |||
Detectron2_ByteTrack | 0 | 23 | 10,872 | 96.92 | |||
Detectron2_Centroid | 0 | 23 | 2831 | 99.19 | |||
Detectron2_Centroid_Kalman | 0 | 23 | 11,892 | 96.64 | |||
Detectron2_IOU | 0 | 23 | 2776 | 99.21 | |||
Detectron2_CTA | 0 | 23 | 51 | 99.98 | |||
03 | Detectron2_SORT | 8 | 354,100 | 0 | 32 | 11,417 | 96.77 |
Detectron2_DeepSORT | 0 | 32 | 12,813 | 96.37 | |||
Detectron2_Modified_DeepSORT | 0 | 32 | 3831 | 98.91 | |||
Detectron2_ByteTrack | 0 | 32 | 11,201 | 96.83 | |||
Detectron2_Centroid | 0 | 32 | 3131 | 99.11 | |||
Detectron2_Centroid_Kalman | 0 | 32 | 12,092 | 96.58 | |||
Detectron2_IOU | 0 | 32 | 2784 | 99.20 | |||
Detectron2_CTA | 0 | 32 | 34 | 99.98 | |||
04 | Detectron2_SORT | 7 | 323,870 | 0 | 18 | 10,317 | 96.81 |
Detectron2_DeepSORT | 0 | 18 | 12,113 | 96.25 | |||
Detectron2_Modified_DeepSORT | 0 | 18 | 1631 | 99.50 | |||
Detectron2_ByteTrack | 0 | 18 | 3801 | 98.82 | |||
Detectron2_Centroid | 0 | 18 | 1531 | 99.52 | |||
Detectron2_Centroid_Kalman | 0 | 18 | 10,892 | 96.63 | |||
Detectron2_IOU | 0 | 18 | 1313 | 99.59 | |||
Detectron2_CTA | 0 | 18 | 4 | 99.99 |