GATracker: Graph Attention based object tracker
MOT20-07
Short name:
GATracker
Detector:
Public
Description:
Graph Attention based object tracker
Reference:
Last submitted:
November 02, 2021 (2 months ago)
Published:
November 18, 2021 at 07:27:59 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
RTX2060
Runtime:
2.2 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT20 | 60.7 | 61.6 | 50.6 | 603 (48.6) | 187 (15.1) | 48,356 | 147,468 | 71.5 | 88.4 | 48.2 | 53.4 | 51.1 | 78.8 | 59.5 | 73.6 | 81.9 | 10.8 | 7,548 (0.0) | 9,215 (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 |
| MOT20-04 | 74.4 | 69.6 | 57.4 | 406 | 49 | 20,265 | 46,639 | 83.0 | 91.8 | 52.1 | 63.6 | 55.3 | 80.4 | 69.6 | 77.0 | 82.3 | 9.7 | 3,125 | 3,422 |
| MOT20-06 | 45.4 | 49.6 | 40.4 | 90 | 70 | 14,145 | 55,834 | 57.9 | 84.5 | 39.2 | 42.0 | 41.1 | 76.8 | 47.4 | 69.1 | 81.0 | 14.0 | 2,560 | 3,330 |
| MOT20-07 | 76.4 | 68.9 | 57.0 | 72 | 4 | 1,329 | 6,058 | 81.7 | 95.3 | 51.6 | 63.5 | 55.5 | 76.7 | 68.4 | 79.8 | 83.7 | 2.3 | 423 | 480 |
| MOT20-08 | 31.6 | 46.7 | 36.9 | 35 | 64 | 12,617 | 38,937 | 49.7 | 75.3 | 40.0 | 34.4 | 42.4 | 74.1 | 40.4 | 61.2 | 79.7 | 15.7 | 1,440 | 1,983 |
Raw data:
