Short name:
SFS
Detector:
Public
Description:
n/a
Reference:
MTSFS： Online Multi-Object Tracking Based on Salient Feature Selection in Crowded Scenes
Last submitted:
June 07, 2020 (4 years ago)
Published:
July 23, 2020 at 09:25:33 CET
Submissions:
4
Project page / code:
n/a
Open source:
No
Hardware:
Runtime:
0.9 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 | 53.1 | 53.4 | 41.5 | 471 (20.0) | 807 (34.3) | 37,802 | 223,761 | 60.3 | 90.0 | 40.4 | 43.0 | 44.2 | 69.8 | 46.8 | 69.7 | 77.9 | 2.1 | 2,806 (46.5) | 6,380 (105.7) |
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 | 33.4 | 30.6 | 25.0 | 2 | 11 | 245 | 4,008 | 37.9 | 90.9 | 23.3 | 27.0 | 26.6 | 60.2 | 28.4 | 68.1 | 76.1 | 0.5 | 40 | 122 |
| MOT17-01-FRCNN | 33.3 | 37.6 | 32.8 | 6 | 12 | 699 | 3,563 | 44.8 | 80.5 | 33.9 | 32.0 | 38.9 | 65.0 | 35.7 | 64.2 | 78.0 | 1.6 | 38 | 101 |
| MOT17-01-SDP | 41.5 | 39.2 | 33.1 | 7 | 8 | 807 | 2,909 | 54.9 | 81.4 | 29.8 | 36.8 | 34.0 | 63.0 | 42.0 | 62.4 | 77.0 | 1.8 | 58 | 131 |
| MOT17-03-DPM | 60.0 | 54.3 | 42.0 | 51 | 21 | 5,784 | 35,862 | 65.7 | 92.2 | 38.0 | 46.8 | 40.9 | 72.7 | 50.5 | 70.9 | 78.0 | 3.9 | 237 | 617 |
| MOT17-03-FRCNN | 71.1 | 65.2 | 49.3 | 75 | 16 | 4,809 | 25,220 | 75.9 | 94.3 | 45.7 | 53.6 | 48.8 | 71.9 | 57.7 | 71.6 | 77.5 | 3.2 | 193 | 626 |
| MOT17-03-SDP | 72.2 | 66.7 | 51.5 | 75 | 16 | 4,886 | 24,006 | 77.1 | 94.3 | 47.2 | 56.3 | 50.8 | 72.0 | 60.6 | 74.1 | 79.4 | 3.3 | 220 | 666 |
| MOT17-06-DPM | 40.9 | 45.2 | 34.2 | 24 | 102 | 645 | 6,213 | 47.3 | 89.6 | 35.0 | 33.7 | 42.7 | 62.7 | 36.0 | 68.2 | 76.4 | 0.5 | 106 | 235 |
| MOT17-06-FRCNN | 43.0 | 51.4 | 38.6 | 42 | 82 | 1,107 | 5,467 | 53.6 | 85.1 | 39.5 | 38.2 | 49.5 | 60.6 | 42.2 | 66.9 | 77.7 | 0.9 | 140 | 277 |
| MOT17-06-SDP | 44.0 | 47.9 | 36.4 | 45 | 75 | 1,390 | 5,048 | 57.2 | 82.9 | 33.7 | 39.7 | 45.3 | 55.1 | 44.6 | 64.7 | 77.1 | 1.2 | 166 | 315 |
| MOT17-07-DPM | 40.9 | 40.9 | 31.7 | 8 | 21 | 1,437 | 8,395 | 50.3 | 85.5 | 29.0 | 35.1 | 31.1 | 66.8 | 38.2 | 65.0 | 75.1 | 2.9 | 160 | 314 |
| MOT17-07-FRCNN | 38.2 | 37.6 | 30.3 | 5 | 18 | 1,170 | 9,122 | 46.0 | 86.9 | 28.6 | 33.0 | 31.0 | 71.6 | 35.7 | 67.4 | 77.4 | 2.3 | 151 | 269 |
| MOT17-07-SDP | 47.5 | 41.9 | 34.0 | 13 | 11 | 2,148 | 6,544 | 61.3 | 82.8 | 27.9 | 41.9 | 31.0 | 63.8 | 47.6 | 64.3 | 76.7 | 4.3 | 172 | 376 |
| MOT17-08-DPM | 31.4 | 37.5 | 30.9 | 15 | 35 | 950 | 13,432 | 36.4 | 89.0 | 35.3 | 27.3 | 39.2 | 68.5 | 28.9 | 70.8 | 79.0 | 1.5 | 99 | 301 |
| MOT17-08-FRCNN | 30.7 | 36.3 | 31.0 | 12 | 33 | 766 | 13,795 | 34.7 | 90.5 | 36.7 | 26.5 | 41.8 | 68.9 | 27.8 | 72.5 | 79.4 | 1.2 | 84 | 211 |
| MOT17-08-SDP | 34.9 | 40.1 | 32.9 | 16 | 25 | 1,421 | 12,182 | 42.3 | 86.3 | 35.2 | 31.2 | 39.1 | 68.3 | 33.7 | 68.8 | 78.7 | 2.3 | 147 | 332 |
| MOT17-12-DPM | 44.3 | 56.1 | 42.8 | 16 | 38 | 544 | 4,251 | 51.0 | 89.0 | 49.0 | 37.6 | 53.4 | 72.4 | 40.7 | 71.1 | 80.0 | 0.6 | 31 | 65 |
| MOT17-12-FRCNN | 40.1 | 49.3 | 39.0 | 13 | 39 | 830 | 4,331 | 50.0 | 83.9 | 42.7 | 35.9 | 49.6 | 69.0 | 39.9 | 66.9 | 79.1 | 0.9 | 34 | 70 |
| MOT17-12-SDP | 43.5 | 52.1 | 39.5 | 17 | 33 | 1,094 | 3,752 | 56.7 | 81.8 | 39.6 | 39.5 | 49.3 | 62.9 | 45.3 | 65.3 | 79.5 | 1.2 | 50 | 91 |
| MOT17-14-DPM | 19.8 | 30.0 | 22.0 | 8 | 94 | 1,249 | 13,459 | 27.2 | 80.1 | 25.3 | 19.3 | 27.8 | 61.1 | 20.6 | 60.6 | 74.3 | 1.7 | 122 | 283 |
| MOT17-14-FRCNN | 20.3 | 34.2 | 24.7 | 12 | 62 | 2,800 | 11,647 | 37.0 | 70.9 | 24.6 | 25.4 | 27.8 | 58.9 | 28.8 | 55.3 | 73.7 | 3.7 | 281 | 442 |
| MOT17-14-SDP | 25.1 | 38.6 | 27.9 | 9 | 55 | 3,021 | 10,555 | 42.9 | 72.4 | 27.2 | 29.0 | 30.8 | 59.0 | 33.3 | 56.2 | 74.0 | 4.0 | 277 | 536 |
Raw data: