STTMOT: Spatial-Temporal Transformer based MOT
MOT17-01-DPM
Short name:
STTMOT
Detector:
Public
Description:
Reference:
Last submitted:
January 26, 2022 (1 year ago)
Published:
March 07, 2022 at 08:41:34 CET
Submissions:
3
Project page / code:
n/a
Open source:
No
Hardware:
GeForce GTX 1080 Ti
Runtime:
10.8 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT17 | 63.0 | 69.9 | 54.6 | 715 (30.4) | 720 (30.6) | 23,022 | 183,659 | 67.4 | 94.3 | 57.8 | 51.9 | 63.9 | 75.7 | 55.4 | 77.5 | 82.1 | 1.3 | 1,842 (0.0) | 3,667 (0.0) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT17-01-DPM | 50.0 | 59.1 | 50.3 | 8 | 11 | 239 | 2,976 | 53.9 | 93.6 | 60.1 | 42.2 | 65.9 | 77.0 | 44.6 | 77.5 | 82.3 | 0.5 | 13 | 21 |
| MOT17-01-FRCNN | 51.6 | 62.7 | 51.9 | 9 | 9 | 504 | 2,603 | 59.6 | 88.4 | 61.5 | 44.0 | 64.5 | 80.8 | 48.5 | 71.9 | 81.3 | 1.1 | 15 | 22 |
| MOT17-01-SDP | 53.0 | 66.9 | 53.6 | 10 | 9 | 659 | 2,356 | 63.5 | 86.1 | 63.1 | 45.6 | 70.0 | 76.7 | 51.5 | 69.9 | 81.2 | 1.5 | 18 | 17 |
| MOT17-03-DPM | 74.8 | 80.5 | 61.8 | 90 | 15 | 2,747 | 23,622 | 77.4 | 96.7 | 63.4 | 60.4 | 66.9 | 79.7 | 63.9 | 79.8 | 82.6 | 1.8 | 54 | 126 |
| MOT17-03-FRCNN | 75.0 | 77.5 | 60.8 | 90 | 15 | 3,757 | 22,385 | 78.6 | 95.6 | 61.4 | 60.5 | 66.9 | 77.5 | 64.6 | 78.6 | 82.2 | 2.5 | 48 | 132 |
| MOT17-03-SDP | 80.2 | 79.6 | 62.8 | 105 | 12 | 4,731 | 15,984 | 84.7 | 94.9 | 61.4 | 64.5 | 67.1 | 76.8 | 69.4 | 77.8 | 81.8 | 3.2 | 63 | 180 |
| MOT17-06-DPM | 53.6 | 53.1 | 43.6 | 53 | 90 | 272 | 5,076 | 56.9 | 96.1 | 42.6 | 44.7 | 63.3 | 56.9 | 47.0 | 79.4 | 83.2 | 0.2 | 125 | 181 |
| MOT17-06-FRCNN | 56.1 | 56.1 | 45.5 | 60 | 72 | 350 | 4,695 | 60.2 | 95.3 | 44.4 | 46.8 | 64.8 | 57.8 | 49.6 | 78.5 | 82.9 | 0.3 | 128 | 229 |
| MOT17-06-SDP | 56.3 | 52.8 | 43.8 | 65 | 71 | 393 | 4,609 | 60.9 | 94.8 | 40.9 | 47.2 | 63.8 | 54.1 | 50.1 | 78.1 | 82.8 | 0.3 | 148 | 233 |
| MOT17-07-DPM | 53.6 | 63.0 | 46.3 | 11 | 17 | 291 | 7,432 | 56.0 | 97.0 | 49.4 | 43.7 | 52.9 | 77.0 | 45.7 | 79.1 | 82.3 | 0.6 | 116 | 289 |
| MOT17-07-FRCNN | 53.7 | 63.5 | 46.2 | 10 | 14 | 350 | 7,355 | 56.5 | 96.5 | 49.0 | 43.8 | 51.9 | 78.9 | 46.0 | 78.6 | 82.2 | 0.7 | 115 | 306 |
| MOT17-07-SDP | 56.1 | 65.7 | 48.3 | 15 | 13 | 448 | 6,845 | 59.5 | 95.7 | 51.1 | 45.9 | 53.9 | 80.0 | 48.5 | 78.0 | 81.9 | 0.9 | 127 | 357 |
| MOT17-08-DPM | 36.4 | 48.0 | 41.5 | 23 | 30 | 1,865 | 11,488 | 45.6 | 83.8 | 49.4 | 35.2 | 60.0 | 65.8 | 38.6 | 70.9 | 81.6 | 3.0 | 80 | 101 |
| MOT17-08-FRCNN | 36.2 | 47.9 | 40.5 | 20 | 30 | 1,533 | 11,879 | 43.8 | 85.8 | 48.7 | 33.9 | 59.9 | 65.6 | 36.7 | 72.0 | 81.6 | 2.5 | 66 | 76 |
| MOT17-08-SDP | 38.0 | 50.4 | 41.9 | 23 | 27 | 2,134 | 10,831 | 48.7 | 82.8 | 49.1 | 36.1 | 59.5 | 65.9 | 40.4 | 68.7 | 81.5 | 3.4 | 122 | 131 |
| MOT17-12-DPM | 52.5 | 65.5 | 50.8 | 22 | 32 | 166 | 3,926 | 54.7 | 96.6 | 58.4 | 44.2 | 64.4 | 79.1 | 46.2 | 81.6 | 84.3 | 0.2 | 27 | 91 |
| MOT17-12-FRCNN | 47.7 | 60.4 | 47.9 | 20 | 39 | 243 | 4,271 | 50.7 | 94.8 | 56.1 | 41.0 | 62.7 | 77.2 | 43.1 | 80.5 | 84.6 | 0.3 | 23 | 68 |
| MOT17-12-SDP | 50.5 | 63.6 | 50.3 | 25 | 32 | 403 | 3,854 | 55.5 | 92.3 | 57.8 | 43.8 | 64.4 | 75.9 | 46.9 | 78.0 | 84.0 | 0.4 | 36 | 109 |
| MOT17-14-DPM | 36.0 | 49.7 | 35.4 | 15 | 70 | 471 | 11,211 | 39.3 | 93.9 | 42.0 | 30.1 | 44.7 | 77.5 | 31.5 | 75.1 | 80.6 | 0.6 | 146 | 259 |
| MOT17-14-FRCNN | 39.3 | 52.2 | 37.6 | 20 | 59 | 698 | 10,329 | 44.1 | 92.1 | 43.1 | 33.0 | 46.1 | 74.5 | 35.0 | 73.1 | 80.0 | 0.9 | 192 | 353 |
| MOT17-14-SDP | 41.1 | 53.8 | 38.8 | 21 | 53 | 768 | 9,932 | 46.3 | 91.8 | 44.1 | 34.3 | 47.2 | 74.1 | 36.6 | 72.5 | 79.9 | 1.0 | 180 | 386 |
Raw data:
