MTDF17: Multi-Level Cooperative Fusion of GM-PHD Filters for Online Multiple Human Tracking
MOT17-03-SDP
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:
MTDF17
Detector:
Public
Description:
n/a
Reference:
Z. Fu, F. Angelini, J. Chambers, S. Naqvi. Multi-Level Cooperative Fusion of GM-PHD Filters for Online Multiple Human Tracking. In IEEE Transactions on Multimedia, 2019.
Last submitted:
May 23, 2018 (5 years ago)
Published:
November 03, 2018 at 17:22:36 CET
Submissions:
3
Project page / code:
n/a
Open source:
No
Hardware:
3.5GHz, 1 Core; GTX 1060
Runtime:
1.2 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 | 49.6 | 45.2 | 37.7 | 444 (18.9) | 779 (33.1) | 37,124 | 241,768 | 57.2 | 89.7 | 34.5 | 42.0 | 36.5 | 76.2 | 45.4 | 71.3 | 78.8 | 2.1 | 5,567 (97.4) | 9,260 (162.0) |
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 | 26.0 | 31.6 | 27.5 | 4 | 11 | 1,013 | 3,694 | 42.7 | 73.1 | 26.8 | 28.5 | 28.5 | 70.1 | 32.6 | 55.8 | 74.3 | 2.3 | 65 | 132 |
| MOT17-01-FRCNN | 24.3 | 32.2 | 32.2 | 6 | 11 | 1,094 | 3,743 | 42.0 | 71.2 | 36.0 | 28.8 | 38.3 | 76.2 | 34.2 | 58.0 | 80.9 | 2.4 | 45 | 63 |
| MOT17-01-SDP | 37.2 | 36.1 | 32.9 | 7 | 5 | 1,353 | 2,597 | 59.7 | 74.0 | 28.9 | 38.2 | 30.8 | 74.4 | 46.7 | 57.9 | 77.6 | 3.0 | 103 | 155 |
| MOT17-03-DPM | 56.8 | 43.9 | 35.0 | 37 | 22 | 5,167 | 39,112 | 62.6 | 92.7 | 27.5 | 45.1 | 28.7 | 74.5 | 48.0 | 71.1 | 77.0 | 3.4 | 992 | 1,685 |
| MOT17-03-FRCNN | 59.9 | 51.5 | 42.8 | 46 | 20 | 6,298 | 34,978 | 66.6 | 91.7 | 37.5 | 49.8 | 40.0 | 76.0 | 53.6 | 73.8 | 79.4 | 4.2 | 683 | 1,307 |
| MOT17-03-SDP | 72.5 | 55.1 | 47.1 | 71 | 13 | 3,008 | 25,072 | 76.0 | 96.4 | 38.8 | 57.8 | 40.6 | 78.3 | 61.3 | 77.7 | 81.0 | 2.0 | 728 | 1,365 |
| MOT17-06-DPM | 42.1 | 46.0 | 35.3 | 35 | 91 | 876 | 5,763 | 51.1 | 87.3 | 34.8 | 36.2 | 37.2 | 73.8 | 39.1 | 66.8 | 76.0 | 0.7 | 182 | 260 |
| MOT17-06-FRCNN | 51.7 | 56.1 | 44.6 | 49 | 64 | 861 | 4,637 | 60.7 | 89.2 | 44.8 | 44.8 | 47.7 | 77.4 | 48.8 | 71.8 | 79.6 | 0.7 | 191 | 269 |
| MOT17-06-SDP | 53.8 | 57.1 | 44.8 | 59 | 68 | 851 | 4,425 | 62.4 | 89.6 | 45.0 | 44.9 | 48.3 | 76.4 | 49.2 | 70.7 | 79.3 | 0.7 | 170 | 238 |
| MOT17-07-DPM | 32.1 | 28.2 | 22.4 | 5 | 22 | 1,515 | 9,657 | 42.8 | 82.7 | 16.7 | 30.7 | 17.3 | 72.7 | 33.3 | 64.2 | 74.9 | 3.0 | 301 | 481 |
| MOT17-07-FRCNN | 32.6 | 35.8 | 29.7 | 5 | 21 | 1,757 | 9,372 | 44.5 | 81.1 | 28.2 | 32.5 | 29.9 | 75.0 | 35.7 | 65.0 | 76.9 | 3.5 | 257 | 390 |
| MOT17-07-SDP | 38.1 | 38.4 | 32.1 | 8 | 18 | 1,432 | 8,838 | 47.7 | 84.9 | 30.1 | 34.8 | 31.8 | 75.4 | 38.2 | 68.0 | 78.6 | 2.9 | 189 | 330 |
| MOT17-08-DPM | 20.8 | 20.4 | 20.4 | 5 | 38 | 1,247 | 15,288 | 27.6 | 82.4 | 19.2 | 21.7 | 20.3 | 76.3 | 23.0 | 68.6 | 78.9 | 2.0 | 203 | 277 |
| MOT17-08-FRCNN | 25.7 | 29.6 | 27.8 | 13 | 34 | 1,206 | 14,283 | 32.4 | 85.0 | 31.1 | 25.2 | 32.8 | 80.4 | 26.8 | 70.5 | 80.3 | 1.9 | 199 | 232 |
| MOT17-08-SDP | 28.0 | 30.8 | 28.9 | 14 | 33 | 1,066 | 13,939 | 34.0 | 87.1 | 31.9 | 26.6 | 33.7 | 79.6 | 28.2 | 72.3 | 81.2 | 1.7 | 199 | 245 |
| MOT17-12-DPM | 38.7 | 46.7 | 37.3 | 12 | 38 | 814 | 4,412 | 49.1 | 83.9 | 39.3 | 35.7 | 41.4 | 75.8 | 39.3 | 67.1 | 78.1 | 0.9 | 89 | 124 |
| MOT17-12-FRCNN | 42.1 | 51.9 | 41.7 | 18 | 34 | 869 | 4,070 | 53.0 | 84.1 | 45.8 | 38.5 | 49.3 | 75.8 | 42.8 | 67.9 | 79.4 | 1.0 | 80 | 100 |
| MOT17-12-SDP | 43.9 | 55.9 | 45.3 | 18 | 36 | 813 | 3,979 | 54.1 | 85.2 | 51.8 | 39.8 | 54.7 | 77.9 | 44.2 | 69.7 | 80.6 | 0.9 | 67 | 92 |
| MOT17-14-DPM | 24.4 | 34.5 | 24.5 | 9 | 84 | 1,190 | 12,613 | 31.8 | 83.1 | 26.3 | 23.0 | 28.2 | 68.7 | 24.3 | 63.6 | 73.8 | 1.6 | 167 | 412 |
| MOT17-14-FRCNN | 20.8 | 35.7 | 27.9 | 10 | 66 | 3,034 | 11,248 | 39.1 | 70.5 | 29.2 | 27.5 | 32.4 | 64.2 | 31.3 | 56.4 | 74.2 | 4.0 | 349 | 576 |
| MOT17-14-SDP | 35.0 | 40.6 | 30.1 | 13 | 50 | 1,660 | 10,048 | 45.6 | 83.6 | 28.7 | 32.1 | 30.5 | 71.1 | 35.2 | 64.4 | 76.3 | 2.2 | 308 | 527 |
Raw data:
