SGT_det: Sparse Graph Tracker for detection
Video not available.
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:
SGT_det
Description:
Reference:
J. Hyun, M. Kang, D. Wee, D. Yeung. Detection recovery in online multi-object tracking with sparse graph tracker. In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023.
Last submitted:
January 11, 2022 (2 years ago)
Published:
November 14, 2021 at 16:03:40 CET
Submissions:
2
Project page / code:
Open source:
Yes
Hardware:
V100
Runtime:
20.8 Hz
Benchmark performance:
| Sequence | AP | MODA | MODP | FAF | TP | FP | FN | Rcll | Prcn | F1 |
| MOT17Det | 0.90 | 86.6 | 82.4 | 1.3 | 106,849 | 7,688 | 7,715 | 93.3 | 93.3 | 93.3 |
Detailed performance:
| Sequence | AP | MODA | MODP | FAF | TP | FP | FN | Rcll | Prcn | F1 |
| MOT17-01 | 0.73 | 72.4 | 81.2 | 0.5 | 3,257 | 239 | 909 | 78.2 | 93.2 | 85.0 |
| MOT17-03 | 0.91 | 95.0 | 84.9 | 2.0 | 67,747 | 3,037 | 375 | 99.4 | 95.7 | 97.5 |
| MOT17-06 | 0.81 | 76.3 | 81.5 | 1.0 | 7,811 | 1,136 | 938 | 89.3 | 87.3 | 88.3 |
| MOT17-07 | 0.90 | 87.3 | 79.0 | 0.9 | 8,541 | 454 | 719 | 92.2 | 95.0 | 93.6 |
| MOT17-08 | 0.91 | 85.0 | 78.5 | 1.0 | 5,511 | 625 | 234 | 95.9 | 89.8 | 92.8 |
| MOT17-12 | 0.81 | 61.6 | 78.2 | 1.4 | 4,605 | 1,281 | 789 | 85.4 | 78.2 | 81.6 |
| MOT17-14 | 0.71 | 64.5 | 73.3 | 1.2 | 9,377 | 916 | 3,751 | 71.4 | 91.1 | 80.1 |
Raw data:
