GMPHD_MAF: Online Multi-Object Tracking and Segmentation with Mask Based Simple Affinity Fusion
MOTS20-01
Benchmark:
MOTS |
Short name:
GMPHD_MAF
Description:
Reference:
Y. Song, M. Jeon. Online Multi-Object Tracking and Segmentation with GMPHD Filter and Simple Affinity Fusion. In arXiv preprint arXiv:2009.00100, 2020.
Last submitted:
December 30, 2020 (28 days ago)
Published:
December 06, 2020 at 15:06:43 CET
Submissions:
3
Project page / code:
n/a
Open source:
No
Hardware:
Intel i7-7700K @ 4.2GHz, 4 Cores
Runtime:
2.8 Hz
Benchmark performance:
| Sequence | sMOTSA | IDF1 | MOTSA | MOTSP | MODSA | MT | ML | TP | FP | FN | Recall | Precision | ID Sw. | Frag |
| MOTS | 69.0 | 65.6 | 82.9 | 84.2 | 84.7 | 249 (75.9) | 11 (3.4) | 28,289 | 966 | 3,980 | 87.7 | 96.7 | 566 (645.6) | 717 (817.9) |
Detailed performance:
| Sequence | sMOTSA | IDF1 | MOTSA | MOTSP | MODSA | MT | ML | TP | FP | FN | Recall | Precision | ID Sw. | Frag |
| MOTS20-01 | 69.0 | 68.8 | 84.3 | 82.5 | 84.9 | 9 | 0 | 2,725 | 87 | 381 | 87.7 | 96.9 | 20 | 59 |
| MOTS20-06 | 73.3 | 65.9 | 86.9 | 85.4 | 90.4 | 156 | 4 | 9,124 | 251 | 690 | 93.0 | 97.3 | 347 | 357 |
| MOTS20-07 | 65.0 | 58.8 | 80.3 | 81.9 | 81.4 | 36 | 4 | 10,847 | 370 | 2,031 | 84.2 | 96.7 | 137 | 223 |
| MOTS20-12 | 70.6 | 76.7 | 81.5 | 87.4 | 82.4 | 48 | 3 | 5,593 | 258 | 878 | 86.4 | 95.6 | 62 | 78 |
Raw data:
