GMPHD_MAF: Online Multi-Object Tracking and Segmentation with GMPHD Filter and Mask-based Affinity Fusion
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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.
Benchmark:
MOTS |
Short name:
GMPHD_MAF
Description:
Reference:
Y. Song, Y. Yoon, K. Yoon, M. Jeon, S. Lee, W. Pedrycz. Online Multi-Object Tracking and Segmentation with GMPHD Filter and Mask-based Affinity Fusion. In [Online]. Available: arXiv:2009.00100, 2021.
Last submitted:
April 22, 2021 (3 years ago)
Published:
December 06, 2020 at 15:06:43 CET
Submissions:
4
Project page / code:
Open source:
Yes
Hardware:
Intel i7-7700K @ 4.2GHz, 4 Cores
Runtime:
2.6 Hz
Benchmark performance:
| Sequence | sMOTSA | IDF1 | MOTSA | MOTSP | MODSA | MT | ML | TP | FP | FN | Rcll | Prcn | ID Sw. | Frag |
| MOTS | 69.4 | 66.4 | 83.3 | 84.2 | 84.8 | 249 (75.9) | 11 (3.4) | 28,284 | 935 | 3,985 | 87.7 | 96.8 | 484 (552.2) | 711 (811.2) |
Detailed performance:
| Sequence | sMOTSA | IDF1 | MOTSA | MOTSP | MODSA | MT | ML | TP | FP | FN | Rcll | Prcn | ID Sw. | Frag |
| MOTS20-01 | 69.4 | 74.2 | 84.7 | 82.5 | 85.0 | 9 | 0 | 2,725 | 84 | 381 | 87.7 | 97.0 | 11 | 57 |
| MOTS20-06 | 73.7 | 66.6 | 87.3 | 85.4 | 90.5 | 156 | 4 | 9,124 | 242 | 690 | 93.0 | 97.4 | 310 | 352 |
| MOTS20-07 | 65.3 | 59.0 | 80.6 | 81.9 | 81.5 | 36 | 4 | 10,843 | 353 | 2,035 | 84.2 | 96.8 | 116 | 222 |
| MOTS20-12 | 70.9 | 77.1 | 81.7 | 87.4 | 82.5 | 48 | 3 | 5,592 | 256 | 879 | 86.4 | 95.6 | 47 | 80 |
Raw data:
