siameseCos: Deep Siamese Network
MOT16-01
Benchmark:
MOT16 |
Short name:
siameseCos
Detector:
Public
Description:
MHT variation with Re-ID using classification-guided metric learning
Reference:
In preparation
Last submitted:
April 16, 2019 (1 year ago)
Published:
April 16, 2019 at 17:10:57 CET
Submissions:
3
Project page / code:
n/a
Open source:
No
Hardware:
3.6 Ghz 4 cores
Runtime:
0.8 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MOTP | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16 | 49.4 | 49.8 | 38.3 | 75.9 | 145 (19.1) | 299 (39.4) | 6,281 | 85,384 | 53.2 | 93.9 | 37.4 | 39.5 | 40.1 | 75.4 | 41.8 | 73.8 | 79.4 | 1.1 | 679 (12.8) | 823 (15.5) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MOTP | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16-01 | 43.6 | 49.3 | 37.1 | 72.4 | 7 | 9 | 154 | 3,440 | 46.2 | 95.0 | 41.9 | 33.0 | 45.5 | 71.9 | 34.6 | 71.1 | 77.0 | 0.3 | 10 | 25 |
| MOT16-03 | 56.2 | 51.5 | 39.8 | 75.8 | 36 | 27 | 3,211 | 42,294 | 59.5 | 95.1 | 35.9 | 44.4 | 37.8 | 76.0 | 46.8 | 74.8 | 79.4 | 2.1 | 271 | 377 |
| MOT16-06 | 45.9 | 57.6 | 43.3 | 74.1 | 63 | 91 | 1,434 | 4,679 | 59.4 | 82.7 | 47.2 | 40.2 | 58.7 | 62.5 | 46.0 | 64.0 | 77.7 | 1.2 | 131 | 123 |
| MOT16-07 | 47.1 | 48.9 | 36.4 | 75.1 | 9 | 16 | 519 | 8,040 | 50.7 | 94.1 | 35.7 | 37.4 | 37.1 | 77.8 | 39.4 | 73.0 | 78.7 | 1.0 | 76 | 85 |
| MOT16-08 | 36.4 | 38.7 | 33.5 | 80.2 | 9 | 24 | 308 | 10,257 | 38.7 | 95.5 | 36.3 | 30.9 | 38.0 | 81.5 | 32.1 | 79.1 | 82.9 | 0.5 | 76 | 77 |
| MOT16-12 | 47.6 | 58.8 | 44.0 | 77.7 | 15 | 37 | 223 | 4,099 | 50.6 | 95.0 | 50.0 | 38.8 | 52.2 | 78.5 | 40.6 | 76.3 | 80.7 | 0.2 | 22 | 29 |
| MOT16-14 | 29.1 | 39.0 | 28.1 | 75.0 | 6 | 95 | 432 | 12,575 | 32.0 | 93.2 | 33.1 | 23.9 | 36.2 | 68.7 | 24.9 | 72.5 | 78.6 | 0.6 | 93 | 107 |
Raw data:
