GSM_Tracktor: GSM: Graph Similarity Model for Multi-object Tracking
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Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Short name:
GSM_Tracktor
Detector:
Public
Description:
Reference:
Q. Liu, Q. Chu, B. Liu, N. Yu. Gsm: graph similarity model for multi-object tracking. In International Joint Conferences on Artificial Intelligence Organization, 2020.
Last submitted:
June 25, 2020 (4 years ago)
Published:
June 25, 2020 at 03:51:46 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
TITAN XP
Runtime:
8.7 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 | 56.4 | 57.8 | 45.7 | 523 (22.2) | 813 (34.5) | 14,379 | 230,174 | 59.2 | 95.9 | 47.0 | 44.9 | 50.4 | 77.4 | 47.3 | 76.7 | 80.9 | 0.8 | 1,485 (25.1) | 2,763 (46.7) |
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 | 43.1 | 38.3 | 34.0 | 5 | 11 | 78 | 3,568 | 44.7 | 97.4 | 33.9 | 34.2 | 38.0 | 68.1 | 35.4 | 77.1 | 80.5 | 0.2 | 24 | 36 |
| MOT17-01-FRCNN | 43.8 | 39.7 | 35.4 | 6 | 10 | 191 | 3,411 | 47.1 | 94.1 | 35.6 | 35.4 | 39.0 | 70.9 | 37.3 | 74.4 | 80.1 | 0.4 | 25 | 43 |
| MOT17-01-SDP | 43.8 | 38.2 | 34.0 | 6 | 10 | 210 | 3,381 | 47.6 | 93.6 | 32.6 | 35.6 | 37.5 | 67.7 | 37.6 | 73.9 | 80.0 | 0.5 | 32 | 42 |
| MOT17-03-DPM | 68.5 | 65.5 | 51.3 | 61 | 18 | 2,168 | 30,643 | 70.7 | 97.2 | 49.5 | 53.4 | 52.3 | 78.5 | 56.4 | 77.4 | 80.8 | 1.4 | 150 | 259 |
| MOT17-03-FRCNN | 68.6 | 65.3 | 51.0 | 58 | 16 | 1,856 | 30,868 | 70.5 | 97.5 | 49.1 | 53.2 | 52.0 | 78.5 | 56.0 | 77.5 | 80.7 | 1.2 | 131 | 234 |
| MOT17-03-SDP | 72.6 | 67.8 | 53.2 | 71 | 17 | 2,809 | 25,731 | 75.4 | 96.6 | 50.7 | 56.2 | 53.8 | 77.8 | 59.7 | 76.5 | 80.3 | 1.9 | 156 | 352 |
| MOT17-06-DPM | 49.7 | 54.8 | 42.8 | 53 | 88 | 824 | 5,028 | 57.3 | 89.1 | 43.2 | 42.7 | 53.1 | 69.1 | 46.7 | 72.5 | 81.1 | 0.7 | 73 | 129 |
| MOT17-06-FRCNN | 52.9 | 58.5 | 45.5 | 56 | 65 | 995 | 4,469 | 62.1 | 88.0 | 46.1 | 45.4 | 54.6 | 70.6 | 50.2 | 71.2 | 80.5 | 0.8 | 91 | 161 |
| MOT17-06-SDP | 53.4 | 57.1 | 44.6 | 64 | 65 | 1,020 | 4,385 | 62.8 | 87.9 | 43.8 | 45.8 | 55.8 | 67.2 | 50.8 | 71.1 | 80.6 | 0.9 | 85 | 156 |
| MOT17-07-DPM | 45.8 | 47.9 | 37.5 | 7 | 20 | 234 | 8,858 | 47.6 | 97.2 | 38.9 | 36.6 | 41.0 | 75.8 | 38.0 | 77.7 | 81.1 | 0.5 | 66 | 142 |
| MOT17-07-FRCNN | 43.3 | 47.0 | 36.7 | 6 | 20 | 349 | 9,144 | 45.9 | 95.7 | 38.7 | 35.1 | 40.6 | 77.8 | 36.7 | 76.6 | 80.9 | 0.7 | 78 | 140 |
| MOT17-07-SDP | 46.3 | 47.8 | 37.5 | 9 | 15 | 376 | 8,616 | 49.0 | 95.7 | 38.3 | 37.2 | 40.8 | 75.3 | 39.0 | 76.1 | 80.6 | 0.8 | 76 | 173 |
| MOT17-08-DPM | 28.4 | 31.6 | 29.4 | 10 | 37 | 136 | 14,907 | 29.4 | 97.9 | 35.9 | 24.3 | 38.1 | 81.4 | 24.9 | 82.7 | 84.7 | 0.2 | 75 | 98 |
| MOT17-08-FRCNN | 27.3 | 30.8 | 28.7 | 9 | 39 | 143 | 15,160 | 28.2 | 97.7 | 35.1 | 23.5 | 37.1 | 81.3 | 24.0 | 83.1 | 84.9 | 0.2 | 61 | 80 |
| MOT17-08-SDP | 28.5 | 31.8 | 29.2 | 10 | 37 | 231 | 14,792 | 30.0 | 96.5 | 34.7 | 24.7 | 37.0 | 81.0 | 25.4 | 81.6 | 84.3 | 0.4 | 80 | 108 |
| MOT17-12-DPM | 47.2 | 55.5 | 45.6 | 19 | 39 | 151 | 4,405 | 49.2 | 96.6 | 52.6 | 39.7 | 57.7 | 76.3 | 41.4 | 81.3 | 84.2 | 0.2 | 22 | 32 |
| MOT17-12-FRCNN | 44.4 | 54.9 | 44.9 | 17 | 44 | 154 | 4,646 | 46.4 | 96.3 | 53.7 | 37.6 | 58.7 | 77.7 | 39.1 | 81.2 | 84.3 | 0.2 | 18 | 26 |
| MOT17-12-SDP | 45.3 | 55.4 | 45.4 | 18 | 43 | 273 | 4,449 | 48.7 | 93.9 | 52.9 | 39.0 | 58.3 | 75.4 | 41.1 | 79.4 | 84.0 | 0.3 | 19 | 30 |
| MOT17-14-DPM | 33.4 | 45.3 | 32.1 | 10 | 75 | 533 | 11,708 | 36.7 | 92.7 | 37.6 | 27.5 | 40.2 | 73.9 | 28.8 | 72.9 | 79.5 | 0.7 | 67 | 139 |
| MOT17-14-FRCNN | 34.2 | 46.3 | 33.0 | 14 | 75 | 795 | 11,309 | 38.8 | 90.0 | 38.4 | 28.6 | 41.3 | 72.7 | 30.3 | 70.4 | 78.9 | 1.1 | 67 | 169 |
| MOT17-14-SDP | 37.0 | 47.2 | 33.8 | 14 | 69 | 853 | 10,696 | 42.1 | 90.1 | 37.5 | 30.7 | 40.4 | 71.4 | 32.8 | 70.2 | 78.8 | 1.1 | 89 | 214 |
Raw data:
