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 |