LPC_MOT: Learning a Proposal Classifier for Multiple Object Tracking
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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.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Short name:
LPC_MOT
Detector:
Public
Description:
This approach is devised by Tsinghua University and AIBEE Inc.
Reference:
P. Dai, R. Weng, W. Choi, C. Zhang, Z. He, W. Ding. Learning a Proposal Classifier for Multiple Object tracking. In CVPR (Accepted), 2021.
Last submitted:
January 22, 2021 (3 years ago)
Published:
January 22, 2021 at 12:57:20 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
GTX 1080 TI 20 cores
Runtime:
4.3 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16 | 58.8 | 67.6 | 51.7 | 207 (27.3) | 266 (35.0) | 6,167 | 68,432 | 62.5 | 94.9 | 56.4 | 47.6 | 60.2 | 80.1 | 50.5 | 76.7 | 81.3 | 1.0 | 435 (7.0) | 628 (10.1) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16-01 | 47.6 | 55.1 | 45.2 | 8 | 10 | 64 | 3,271 | 48.9 | 98.0 | 54.5 | 37.5 | 56.9 | 80.8 | 38.8 | 77.8 | 80.7 | 0.1 | 14 | 16 |
| MOT16-03 | 69.8 | 76.3 | 57.4 | 71 | 19 | 3,238 | 28,187 | 73.0 | 95.9 | 60.0 | 55.2 | 62.7 | 81.4 | 58.7 | 77.1 | 81.2 | 2.2 | 106 | 161 |
| MOT16-06 | 55.1 | 57.8 | 46.2 | 70 | 86 | 741 | 4,373 | 62.1 | 90.6 | 45.8 | 46.9 | 62.6 | 65.7 | 51.0 | 74.4 | 81.8 | 0.6 | 65 | 88 |
| MOT16-07 | 43.8 | 54.5 | 41.5 | 8 | 11 | 1,325 | 7,761 | 52.5 | 86.6 | 44.1 | 39.5 | 48.1 | 75.4 | 43.0 | 71.1 | 79.7 | 2.7 | 90 | 155 |
| MOT16-08 | 42.9 | 54.8 | 45.8 | 17 | 24 | 205 | 9,313 | 44.4 | 97.3 | 58.4 | 36.1 | 61.7 | 84.0 | 37.3 | 81.8 | 84.0 | 0.3 | 32 | 48 |
| MOT16-12 | 49.2 | 62.3 | 48.8 | 20 | 38 | 231 | 3,961 | 52.2 | 94.9 | 57.1 | 41.8 | 61.0 | 81.4 | 44.0 | 79.9 | 84.0 | 0.3 | 22 | 28 |
| MOT16-14 | 34.9 | 45.4 | 32.6 | 13 | 78 | 363 | 11,566 | 37.4 | 95.0 | 37.4 | 28.6 | 39.3 | 78.3 | 29.7 | 75.4 | 80.1 | 0.5 | 106 | 132 |
Raw data:
