MOT17-12-DPM
Benchmark:
MOT17 |
Short name:
NOTA
Detector:
Public
Description:
n/a
Reference:
L. Chen, H. Ai, R. Chen, Z. Zhuang. Aggregate Tracklet Appearance Features for Multi-Object Tracking. In IEEE Signal Processing Letters, 2019.
Last submitted:
March 25, 2019 (5 years ago)
Published:
April 21, 2019 at 11:23:03 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
GTX 1080, 2.3 GHz, 1 Core
Runtime:
17.8 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 | 51.3 | 54.5 | 42.3 | 403 (17.1) | 833 (35.4) | 20,148 | 252,531 | 55.2 | 93.9 | 43.6 | 41.3 | 47.6 | 72.8 | 43.8 | 74.5 | 79.9 | 1.1 | 2,285 (41.4) | 5,798 (105.0) |
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 | 39.3 | 48.9 | 35.7 | 3 | 8 | 236 | 3,657 | 43.3 | 92.2 | 41.2 | 31.1 | 47.9 | 67.2 | 32.6 | 69.4 | 76.0 | 0.5 | 25 | 86 |
MOT17-01-FRCNN | 37.7 | 51.5 | 41.0 | 6 | 9 | 808 | 3,193 | 50.5 | 80.1 | 47.4 | 35.6 | 54.7 | 72.8 | 40.7 | 64.6 | 79.6 | 1.8 | 15 | 58 |
MOT17-01-SDP | 44.0 | 51.1 | 39.6 | 7 | 7 | 864 | 2,721 | 57.8 | 81.2 | 40.4 | 39.1 | 45.9 | 70.3 | 45.1 | 63.4 | 78.2 | 1.9 | 29 | 98 |
MOT17-03-DPM | 56.2 | 56.9 | 42.6 | 38 | 23 | 4,061 | 41,529 | 60.3 | 94.0 | 41.1 | 44.3 | 44.3 | 71.2 | 47.0 | 73.3 | 78.6 | 2.7 | 285 | 831 |
MOT17-03-FRCNN | 58.8 | 57.3 | 45.1 | 41 | 23 | 3,072 | 39,863 | 61.9 | 95.5 | 43.6 | 47.0 | 47.0 | 73.4 | 49.6 | 76.6 | 80.4 | 2.0 | 198 | 500 |
MOT17-03-SDP | 73.1 | 67.0 | 53.0 | 64 | 16 | 681 | 27,176 | 74.0 | 99.1 | 49.7 | 56.8 | 53.3 | 75.0 | 59.3 | 79.4 | 81.5 | 0.5 | 300 | 723 |
MOT17-06-DPM | 47.0 | 50.0 | 38.2 | 31 | 93 | 337 | 5,829 | 50.5 | 94.6 | 40.6 | 36.3 | 52.8 | 59.5 | 38.2 | 71.6 | 77.4 | 0.3 | 79 | 263 |
MOT17-06-FRCNN | 51.0 | 55.3 | 42.5 | 43 | 76 | 473 | 5,218 | 55.7 | 93.3 | 43.4 | 41.9 | 54.7 | 62.6 | 44.5 | 74.6 | 80.2 | 0.4 | 89 | 283 |
MOT17-06-SDP | 53.6 | 52.5 | 41.0 | 50 | 72 | 499 | 4,857 | 58.8 | 93.3 | 39.2 | 43.2 | 54.7 | 55.9 | 46.2 | 73.2 | 79.6 | 0.4 | 110 | 302 |
MOT17-07-DPM | 43.5 | 48.9 | 35.6 | 7 | 22 | 588 | 8,838 | 47.7 | 93.2 | 36.8 | 34.8 | 38.7 | 74.9 | 36.6 | 71.5 | 77.5 | 1.2 | 118 | 283 |
MOT17-07-FRCNN | 39.5 | 44.9 | 34.4 | 5 | 19 | 766 | 9,339 | 44.7 | 90.8 | 36.6 | 33.0 | 39.0 | 74.1 | 35.1 | 71.2 | 78.5 | 1.5 | 117 | 292 |
MOT17-07-SDP | 48.5 | 52.2 | 39.7 | 14 | 13 | 789 | 7,799 | 53.8 | 92.0 | 39.9 | 39.7 | 42.1 | 75.7 | 42.5 | 72.6 | 79.5 | 1.6 | 109 | 270 |
MOT17-08-DPM | 28.3 | 35.0 | 30.0 | 9 | 35 | 548 | 14,517 | 31.3 | 92.3 | 36.3 | 24.8 | 39.6 | 75.7 | 25.8 | 76.2 | 81.8 | 0.9 | 90 | 163 |
MOT17-08-FRCNN | 26.5 | 35.3 | 31.3 | 7 | 36 | 506 | 14,954 | 29.2 | 92.4 | 42.7 | 23.1 | 45.4 | 79.4 | 24.0 | 75.8 | 81.9 | 0.8 | 62 | 113 |
MOT17-08-SDP | 30.5 | 37.6 | 32.7 | 10 | 36 | 417 | 14,149 | 33.0 | 94.4 | 41.2 | 26.2 | 44.9 | 76.2 | 27.2 | 77.7 | 82.3 | 0.7 | 115 | 183 |
MOT17-12-DPM | 40.4 | 51.8 | 39.0 | 11 | 40 | 443 | 4,685 | 45.9 | 90.0 | 44.9 | 34.0 | 48.5 | 73.4 | 36.4 | 71.3 | 79.5 | 0.5 | 35 | 101 |
MOT17-12-FRCNN | 37.2 | 50.4 | 38.4 | 11 | 42 | 366 | 5,055 | 41.7 | 90.8 | 46.8 | 31.7 | 50.2 | 75.9 | 33.6 | 73.2 | 80.7 | 0.4 | 22 | 75 |
MOT17-12-SDP | 40.0 | 52.9 | 40.3 | 13 | 41 | 426 | 4,737 | 45.3 | 90.2 | 47.3 | 34.4 | 51.3 | 73.3 | 36.8 | 73.3 | 81.5 | 0.5 | 35 | 94 |
MOT17-14-DPM | 28.1 | 41.2 | 29.5 | 9 | 87 | 906 | 12,301 | 33.4 | 87.2 | 35.5 | 24.7 | 38.0 | 71.3 | 26.1 | 68.1 | 77.6 | 1.2 | 86 | 244 |
MOT17-14-FRCNN | 26.3 | 40.9 | 29.6 | 10 | 74 | 1,588 | 11,856 | 35.9 | 80.7 | 34.9 | 25.5 | 38.4 | 66.3 | 27.8 | 62.5 | 76.0 | 2.1 | 184 | 408 |
MOT17-14-SDP | 33.9 | 48.5 | 34.2 | 14 | 61 | 1,774 | 10,258 | 44.5 | 82.3 | 38.2 | 30.9 | 41.9 | 67.9 | 34.2 | 63.3 | 76.7 | 2.4 | 182 | 428 |
Raw data: