MOT17-12-DPM
Short name:
MAT
Detector:
Public
Description:
MAT: Motion-Aware Multi-Object Tracking
Reference:
MAT: Motion-Aware Multi-Object Tracking
Last submitted:
September 07, 2020 (4 years ago)
Published:
September 03, 2020 at 14:35:25 CET
Submissions:
2
Project page / code:
Open source:
No
Hardware:
2080Ti
Runtime:
11.5 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 | 67.1 | 69.2 | 56.0 | 917 (38.9) | 622 (26.4) | 22,756 | 161,547 | 71.4 | 94.7 | 57.2 | 55.1 | 62.8 | 76.6 | 59.2 | 78.5 | 83.1 | 1.3 | 1,279 (17.9) | 2,037 (28.5) |
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 | 51.6 | 56.8 | 46.5 | 8 | 11 | 83 | 3,031 | 53.0 | 97.6 | 51.5 | 42.1 | 58.1 | 74.8 | 43.6 | 80.3 | 82.8 | 0.2 | 8 | 16 |
MOT17-01-FRCNN | 48.0 | 59.5 | 47.9 | 8 | 9 | 564 | 2,781 | 56.9 | 86.7 | 55.9 | 41.2 | 61.5 | 78.9 | 46.1 | 70.3 | 82.4 | 1.3 | 10 | 17 |
MOT17-01-SDP | 53.6 | 56.2 | 46.3 | 8 | 9 | 369 | 2,612 | 59.5 | 91.2 | 48.9 | 44.1 | 52.6 | 74.6 | 48.0 | 73.6 | 81.7 | 0.8 | 15 | 21 |
MOT17-03-DPM | 80.1 | 77.8 | 62.7 | 100 | 14 | 1,976 | 18,825 | 82.0 | 97.8 | 61.1 | 64.5 | 66.0 | 78.8 | 68.1 | 81.2 | 83.5 | 1.3 | 75 | 144 |
MOT17-03-FRCNN | 80.1 | 78.9 | 63.3 | 96 | 13 | 1,765 | 19,021 | 81.8 | 98.0 | 62.3 | 64.5 | 67.0 | 79.1 | 68.0 | 81.4 | 83.6 | 1.2 | 67 | 141 |
MOT17-03-SDP | 85.4 | 79.4 | 64.4 | 112 | 11 | 2,504 | 12,666 | 87.9 | 97.4 | 61.3 | 68.0 | 67.2 | 76.7 | 72.4 | 80.3 | 83.0 | 1.7 | 98 | 192 |
MOT17-06-DPM | 56.2 | 61.4 | 49.9 | 85 | 75 | 1,101 | 3,992 | 66.1 | 87.6 | 50.5 | 49.6 | 62.7 | 66.6 | 55.6 | 73.7 | 83.3 | 0.9 | 73 | 109 |
MOT17-06-FRCNN | 58.8 | 62.7 | 51.2 | 94 | 62 | 1,363 | 3,407 | 71.1 | 86.0 | 50.8 | 52.0 | 63.1 | 66.0 | 59.5 | 71.9 | 82.9 | 1.1 | 85 | 148 |
MOT17-06-SDP | 56.9 | 61.8 | 49.6 | 108 | 56 | 1,748 | 3,227 | 72.6 | 83.0 | 48.2 | 51.4 | 60.7 | 65.1 | 60.6 | 69.3 | 82.8 | 1.5 | 101 | 137 |
MOT17-07-DPM | 55.4 | 54.9 | 45.0 | 16 | 13 | 832 | 6,625 | 60.8 | 92.5 | 44.0 | 46.7 | 47.9 | 75.9 | 50.2 | 76.5 | 82.4 | 1.7 | 71 | 100 |
MOT17-07-FRCNN | 55.8 | 57.5 | 45.4 | 17 | 9 | 893 | 6,509 | 61.5 | 92.1 | 44.2 | 47.3 | 48.3 | 75.6 | 50.9 | 76.3 | 82.1 | 1.8 | 66 | 115 |
MOT17-07-SDP | 57.5 | 58.1 | 46.6 | 20 | 8 | 1,045 | 6,058 | 64.1 | 91.2 | 45.3 | 48.6 | 49.7 | 75.1 | 52.9 | 75.2 | 81.9 | 2.1 | 74 | 119 |
MOT17-08-DPM | 37.0 | 42.8 | 39.0 | 19 | 29 | 385 | 12,865 | 39.1 | 95.5 | 47.5 | 32.2 | 53.3 | 75.3 | 33.4 | 81.6 | 84.8 | 0.6 | 57 | 65 |
MOT17-08-FRCNN | 35.3 | 43.5 | 39.7 | 17 | 32 | 461 | 13,145 | 37.8 | 94.5 | 50.6 | 31.4 | 54.3 | 78.1 | 32.6 | 81.5 | 85.2 | 0.7 | 54 | 60 |
MOT17-08-SDP | 37.4 | 43.8 | 40.1 | 20 | 32 | 432 | 12,745 | 39.7 | 95.1 | 49.3 | 32.9 | 53.7 | 77.0 | 34.1 | 81.8 | 84.9 | 0.7 | 56 | 65 |
MOT17-12-DPM | 58.7 | 67.2 | 54.6 | 30 | 30 | 327 | 3,235 | 62.7 | 94.3 | 60.0 | 49.9 | 65.8 | 76.9 | 53.2 | 80.1 | 84.5 | 0.4 | 21 | 32 |
MOT17-12-FRCNN | 52.5 | 61.7 | 51.0 | 26 | 34 | 451 | 3,649 | 57.9 | 91.8 | 56.6 | 46.1 | 63.5 | 74.0 | 49.7 | 78.7 | 84.8 | 0.5 | 19 | 28 |
MOT17-12-SDP | 58.0 | 66.0 | 54.3 | 31 | 29 | 448 | 3,168 | 63.4 | 92.5 | 59.2 | 50.0 | 66.3 | 75.7 | 54.0 | 78.7 | 84.4 | 0.5 | 24 | 37 |
MOT17-14-DPM | 46.5 | 57.9 | 42.7 | 32 | 53 | 1,022 | 8,773 | 52.5 | 90.5 | 47.0 | 39.2 | 51.6 | 71.9 | 42.3 | 72.9 | 80.8 | 1.4 | 85 | 131 |
MOT17-14-FRCNN | 42.6 | 55.4 | 42.0 | 31 | 47 | 2,479 | 8,022 | 56.6 | 80.8 | 45.3 | 39.2 | 50.2 | 70.9 | 45.4 | 64.9 | 80.0 | 3.3 | 103 | 165 |
MOT17-14-SDP | 46.9 | 56.3 | 42.9 | 39 | 46 | 2,508 | 7,191 | 61.1 | 81.8 | 44.3 | 42.0 | 49.6 | 69.9 | 48.8 | 65.3 | 79.8 | 3.3 | 117 | 195 |
Raw data: