PHD_GSDL17: Particle PHD Filter With Online Group-structured Dictionary Learning
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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.
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.
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.
Benchmark:
MOT17 |
Short name:
PHD_GSDL17
Detector:
Public
Description:
n/a
Reference:
Z. Fu, P. Feng, F. Angelini, J. Chambers, S. Naqvi. Particle PHD Filter based Multiple Human Tracking using Online Group-Structured Dictionary Learning. In IEEE Access, 2018.
Last submitted:
December 14, 2017 (6 years ago)
Published:
December 19, 2017 at 15:18:17 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
3.5GHz, 1 Core
Runtime:
6.7 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT17 | 48.0 | 49.6 | 39.2 | 402 (17.1) | 838 (35.6) | 23,199 | 265,954 | 52.9 | 92.8 | 39.2 | 39.5 | 43.4 | 70.2 | 42.1 | 73.9 | 80.1 | 1.3 | 3,998 (75.6) | 8,886 (168.1) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT17-01-DPM | 28.4 | 37.6 | 28.1 | 2 | 10 | 246 | 4,310 | 33.2 | 89.7 | 33.4 | 23.6 | 36.4 | 67.1 | 24.9 | 67.4 | 76.8 | 0.5 | 63 | 149 |
| MOT17-01-FRCNN | 24.3 | 40.2 | 35.1 | 6 | 8 | 1,621 | 3,235 | 49.8 | 66.5 | 37.9 | 32.7 | 42.9 | 67.8 | 41.0 | 54.7 | 79.0 | 3.6 | 26 | 71 |
| MOT17-01-SDP | 38.8 | 47.5 | 38.7 | 8 | 4 | 1,260 | 2,546 | 60.5 | 75.6 | 39.0 | 38.8 | 42.3 | 70.6 | 47.2 | 58.9 | 78.1 | 2.8 | 143 | 182 |
| MOT17-03-DPM | 48.2 | 45.2 | 34.6 | 23 | 34 | 2,428 | 51,277 | 51.0 | 95.7 | 31.5 | 38.3 | 33.8 | 67.8 | 40.0 | 75.1 | 79.4 | 1.6 | 561 | 1,898 |
| MOT17-03-FRCNN | 57.7 | 55.1 | 42.6 | 36 | 25 | 1,809 | 42,257 | 59.6 | 97.2 | 40.2 | 45.6 | 43.8 | 71.8 | 47.7 | 77.8 | 80.9 | 1.2 | 247 | 747 |
| MOT17-03-SDP | 73.9 | 64.2 | 51.3 | 71 | 15 | 1,273 | 25,635 | 75.5 | 98.4 | 45.9 | 57.6 | 50.7 | 69.7 | 60.5 | 78.9 | 81.5 | 0.8 | 374 | 1,270 |
| MOT17-06-DPM | 44.3 | 52.0 | 38.2 | 28 | 97 | 408 | 5,925 | 49.7 | 93.5 | 41.1 | 35.8 | 51.2 | 65.4 | 37.8 | 71.2 | 77.6 | 0.3 | 236 | 314 |
| MOT17-06-FRCNN | 53.6 | 55.8 | 43.6 | 47 | 58 | 628 | 4,733 | 59.8 | 91.8 | 42.7 | 44.7 | 54.7 | 62.2 | 48.1 | 73.8 | 80.1 | 0.5 | 101 | 265 |
| MOT17-06-SDP | 55.0 | 55.5 | 43.2 | 58 | 67 | 739 | 4,450 | 62.2 | 90.8 | 41.7 | 45.1 | 55.0 | 59.0 | 49.1 | 71.6 | 79.7 | 0.6 | 114 | 250 |
| MOT17-07-DPM | 34.3 | 40.9 | 30.5 | 5 | 24 | 812 | 10,033 | 40.6 | 89.4 | 31.6 | 29.7 | 33.3 | 74.6 | 31.5 | 69.3 | 77.6 | 1.6 | 251 | 475 |
| MOT17-07-FRCNN | 33.5 | 41.4 | 32.9 | 5 | 17 | 1,592 | 9,458 | 44.0 | 82.4 | 34.8 | 31.9 | 37.5 | 69.7 | 35.1 | 65.7 | 77.7 | 3.2 | 176 | 407 |
| MOT17-07-SDP | 46.6 | 47.3 | 37.0 | 13 | 15 | 1,040 | 7,842 | 53.6 | 89.7 | 35.5 | 39.0 | 37.3 | 75.7 | 42.3 | 70.9 | 79.6 | 2.1 | 143 | 342 |
| MOT17-08-DPM | 23.7 | 29.1 | 26.2 | 5 | 41 | 409 | 15,549 | 26.4 | 93.2 | 32.3 | 21.2 | 34.5 | 77.4 | 21.9 | 77.2 | 82.4 | 0.7 | 170 | 233 |
| MOT17-08-FRCNN | 23.5 | 29.3 | 27.6 | 8 | 41 | 554 | 15,529 | 26.5 | 91.0 | 35.9 | 21.3 | 38.4 | 80.3 | 22.1 | 75.8 | 82.3 | 0.9 | 81 | 130 |
| MOT17-08-SDP | 29.6 | 33.6 | 29.8 | 10 | 35 | 487 | 14,230 | 32.6 | 93.4 | 34.6 | 25.9 | 37.3 | 75.7 | 26.9 | 77.1 | 82.2 | 0.8 | 155 | 240 |
| MOT17-12-DPM | 34.1 | 47.2 | 37.7 | 14 | 41 | 953 | 4,678 | 46.0 | 80.7 | 43.6 | 32.7 | 49.1 | 69.5 | 36.8 | 64.5 | 79.6 | 1.1 | 81 | 120 |
| MOT17-12-FRCNN | 36.0 | 48.8 | 38.3 | 14 | 41 | 799 | 4,677 | 46.0 | 83.3 | 43.8 | 33.7 | 52.0 | 69.1 | 37.4 | 67.7 | 80.4 | 0.9 | 69 | 112 |
| MOT17-12-SDP | 40.1 | 55.7 | 43.8 | 19 | 36 | 948 | 4,121 | 52.5 | 82.7 | 50.9 | 37.8 | 54.3 | 76.8 | 42.7 | 67.4 | 81.2 | 1.1 | 124 | 163 |
| MOT17-14-DPM | 20.6 | 31.8 | 23.3 | 8 | 95 | 1,101 | 13,117 | 29.0 | 83.0 | 25.5 | 21.5 | 27.2 | 72.0 | 22.9 | 65.4 | 77.6 | 1.5 | 459 | 466 |
| MOT17-14-FRCNN | 19.7 | 36.9 | 28.4 | 9 | 75 | 2,720 | 11,884 | 35.7 | 70.8 | 32.8 | 25.1 | 37.1 | 59.6 | 28.4 | 56.4 | 74.5 | 3.6 | 229 | 561 |
| MOT17-14-SDP | 34.9 | 45.3 | 32.2 | 13 | 59 | 1,372 | 10,468 | 43.4 | 85.4 | 34.4 | 30.5 | 37.2 | 68.6 | 33.2 | 65.3 | 76.8 | 1.8 | 195 | 491 |
Raw data:
