Short name:
AGT
Detector:
Public
Description:
graph tracking with self adapted weights.
Reference:
Alibaba DAMO Academy city-brain team
Last submitted:
August 17, 2020 (3 years ago)
Published:
August 13, 2020 at 21:08:56 CET
Submissions:
4
Project page / code:
n/a
Open source:
No
Hardware:
Tesla-V100 32 G, 2 Core
Runtime:
6.8 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 | 74.6 | 66.5 | 57.1 | 1,029 (43.7) | 363 (15.4) | 30,300 | 108,984 | 80.7 | 93.8 | 53.1 | 61.7 | 57.5 | 78.5 | 67.2 | 78.1 | 83.6 | 1.7 | 4,005 (49.6) | 8,382 (103.9) |
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 | 58.0 | 49.1 | 43.9 | 10 | 5 | 383 | 2,289 | 64.5 | 91.6 | 39.3 | 49.3 | 41.4 | 82.6 | 53.8 | 76.4 | 83.5 | 0.9 | 39 | 108 |
| MOT17-01-FRCNN | 58.0 | 49.1 | 43.9 | 10 | 5 | 383 | 2,289 | 64.5 | 91.6 | 39.3 | 49.3 | 41.4 | 82.6 | 53.8 | 76.4 | 83.5 | 0.9 | 39 | 108 |
| MOT17-01-SDP | 58.0 | 49.1 | 43.9 | 10 | 5 | 383 | 2,289 | 64.5 | 91.6 | 39.3 | 49.3 | 41.4 | 82.6 | 53.8 | 76.4 | 83.5 | 0.9 | 39 | 108 |
| MOT17-03-DPM | 89.3 | 77.4 | 66.6 | 131 | 0 | 4,028 | 6,944 | 93.4 | 96.0 | 60.7 | 73.3 | 65.2 | 80.8 | 78.9 | 81.1 | 84.6 | 2.7 | 246 | 668 |
| MOT17-03-FRCNN | 89.3 | 77.4 | 66.6 | 131 | 0 | 4,028 | 6,944 | 93.4 | 96.0 | 60.7 | 73.3 | 65.2 | 80.8 | 78.9 | 81.1 | 84.6 | 2.7 | 246 | 668 |
| MOT17-03-SDP | 89.3 | 77.4 | 66.6 | 131 | 0 | 4,028 | 6,944 | 93.4 | 96.0 | 60.7 | 73.3 | 65.2 | 80.8 | 78.9 | 81.1 | 84.6 | 2.7 | 246 | 668 |
| MOT17-06-DPM | 63.9 | 60.9 | 49.4 | 88 | 41 | 526 | 3,533 | 70.0 | 94.0 | 45.9 | 53.4 | 55.5 | 66.6 | 57.6 | 77.3 | 82.9 | 0.4 | 195 | 273 |
| MOT17-06-FRCNN | 63.9 | 60.9 | 49.4 | 88 | 41 | 526 | 3,533 | 70.0 | 94.0 | 45.9 | 53.4 | 55.5 | 66.6 | 57.6 | 77.3 | 82.9 | 0.4 | 195 | 273 |
| MOT17-06-SDP | 63.9 | 60.9 | 49.4 | 88 | 41 | 526 | 3,533 | 70.0 | 94.0 | 45.9 | 53.4 | 55.5 | 66.6 | 57.6 | 77.3 | 82.9 | 0.4 | 195 | 273 |
| MOT17-07-DPM | 64.2 | 51.2 | 43.8 | 23 | 3 | 1,054 | 4,836 | 71.4 | 92.0 | 36.2 | 53.4 | 38.8 | 75.0 | 58.6 | 75.5 | 82.7 | 2.1 | 151 | 421 |
| MOT17-07-FRCNN | 64.2 | 51.2 | 43.8 | 23 | 3 | 1,054 | 4,836 | 71.4 | 92.0 | 36.2 | 53.4 | 38.8 | 75.0 | 58.6 | 75.5 | 82.7 | 2.1 | 151 | 421 |
| MOT17-07-SDP | 64.2 | 51.2 | 43.8 | 23 | 3 | 1,054 | 4,836 | 71.4 | 92.0 | 36.2 | 53.4 | 38.8 | 75.0 | 58.6 | 75.5 | 82.7 | 2.1 | 151 | 421 |
| MOT17-08-DPM | 50.4 | 38.6 | 36.2 | 21 | 7 | 1,711 | 8,364 | 60.4 | 88.2 | 29.8 | 45.2 | 32.4 | 74.0 | 50.0 | 73.0 | 82.2 | 2.7 | 400 | 575 |
| MOT17-08-FRCNN | 50.4 | 38.6 | 36.2 | 21 | 7 | 1,711 | 8,364 | 60.4 | 88.2 | 29.8 | 45.2 | 32.4 | 74.0 | 50.0 | 73.0 | 82.2 | 2.7 | 400 | 575 |
| MOT17-08-SDP | 50.4 | 38.6 | 36.2 | 21 | 7 | 1,711 | 8,364 | 60.4 | 88.2 | 29.8 | 45.2 | 32.4 | 74.0 | 50.0 | 73.0 | 82.2 | 2.7 | 400 | 575 |
| MOT17-12-DPM | 56.4 | 63.3 | 50.4 | 27 | 20 | 595 | 3,136 | 63.8 | 90.3 | 53.4 | 48.0 | 57.8 | 79.7 | 52.5 | 74.3 | 82.7 | 0.7 | 46 | 179 |
| MOT17-12-FRCNN | 56.4 | 63.3 | 50.4 | 27 | 20 | 595 | 3,136 | 63.8 | 90.3 | 53.4 | 48.0 | 57.8 | 79.7 | 52.5 | 74.3 | 82.7 | 0.7 | 46 | 179 |
| MOT17-12-SDP | 56.4 | 63.3 | 50.4 | 27 | 20 | 595 | 3,136 | 63.8 | 90.3 | 53.4 | 48.0 | 57.8 | 79.7 | 52.5 | 74.3 | 82.7 | 0.7 | 46 | 179 |
| MOT17-14-DPM | 49.8 | 52.6 | 39.6 | 43 | 45 | 1,803 | 7,226 | 60.9 | 86.2 | 38.5 | 41.4 | 41.8 | 71.0 | 46.8 | 66.2 | 78.5 | 2.4 | 258 | 570 |
| MOT17-14-FRCNN | 49.8 | 52.6 | 39.6 | 43 | 45 | 1,803 | 7,226 | 60.9 | 86.2 | 38.5 | 41.4 | 41.8 | 71.0 | 46.8 | 66.2 | 78.5 | 2.4 | 258 | 570 |
| MOT17-14-SDP | 49.8 | 52.6 | 39.6 | 43 | 45 | 1,803 | 7,226 | 60.9 | 86.2 | 38.5 | 41.4 | 41.8 | 71.0 | 46.8 | 66.2 | 78.5 | 2.4 | 258 | 570 |
Raw data: