LMOT_Tracker: LMOT: Efficient Light-Weight Detection and Tracking in Crowds
MOT17-14-FRCNN
Short name:
LMOT_Tracker
Detector:
Private
Description:
Reference:
R. Mostafa, H. Baraka, A. Bayoumi. LMOT: Efficient Light-Weight Detection and Tracking in Crowds. In IEEE Access, 2022.
Last submitted:
January 13, 2022 (2 years ago)
Published:
January 13, 2022 at 19:16:03 CET
Submissions:
1
Project page / code:
Open source:
No
Hardware:
RTX2070 Mobile GPU
Runtime:
28.6 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 | 72.0 | 70.3 | 56.7 | 1,068 (45.4) | 408 (17.3) | 28,113 | 126,704 | 77.5 | 94.0 | 55.6 | 58.0 | 61.1 | 74.1 | 63.1 | 76.5 | 82.2 | 1.6 | 3,071 (0.0) | 5,844 (0.0) |
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 | 51.4 | 45.4 | 39.2 | 10 | 5 | 657 | 2,437 | 62.2 | 85.9 | 35.4 | 43.8 | 40.8 | 63.4 | 49.6 | 68.6 | 80.8 | 1.5 | 41 | 129 |
| MOT17-01-FRCNN | 51.4 | 45.4 | 39.2 | 10 | 5 | 657 | 2,437 | 62.2 | 85.9 | 35.4 | 43.8 | 40.8 | 63.4 | 49.6 | 68.6 | 80.8 | 1.5 | 41 | 129 |
| MOT17-01-SDP | 51.4 | 45.4 | 39.2 | 10 | 5 | 657 | 2,437 | 62.2 | 85.9 | 35.4 | 43.8 | 40.8 | 63.4 | 49.6 | 68.6 | 80.8 | 1.5 | 41 | 129 |
| MOT17-03-DPM | 87.4 | 82.6 | 65.8 | 121 | 4 | 1,943 | 11,090 | 89.4 | 98.0 | 63.4 | 68.5 | 68.0 | 77.9 | 72.6 | 79.5 | 82.2 | 1.3 | 123 | 652 |
| MOT17-03-FRCNN | 87.4 | 82.6 | 65.8 | 121 | 4 | 1,943 | 11,090 | 89.4 | 98.0 | 63.4 | 68.5 | 68.0 | 77.9 | 72.6 | 79.5 | 82.2 | 1.3 | 123 | 652 |
| MOT17-03-SDP | 87.4 | 82.6 | 65.8 | 121 | 4 | 1,943 | 11,090 | 89.4 | 98.0 | 63.4 | 68.5 | 68.0 | 77.9 | 72.6 | 79.5 | 82.2 | 1.3 | 123 | 652 |
| MOT17-06-DPM | 58.4 | 56.1 | 46.2 | 111 | 52 | 1,591 | 3,095 | 73.7 | 84.5 | 41.5 | 51.9 | 59.3 | 54.8 | 60.6 | 69.5 | 82.4 | 1.3 | 221 | 140 |
| MOT17-06-FRCNN | 60.4 | 59.6 | 48.6 | 111 | 52 | 1,330 | 3,132 | 73.4 | 86.7 | 45.3 | 52.7 | 60.5 | 60.7 | 60.4 | 71.3 | 82.6 | 1.1 | 201 | 140 |
| MOT17-06-SDP | 58.4 | 56.1 | 46.2 | 111 | 52 | 1,591 | 3,095 | 73.7 | 84.5 | 41.5 | 51.9 | 59.3 | 54.8 | 60.6 | 69.5 | 82.4 | 1.3 | 221 | 140 |
| MOT17-07-DPM | 54.8 | 47.7 | 40.2 | 23 | 1 | 2,429 | 5,035 | 70.2 | 83.0 | 34.7 | 47.6 | 38.6 | 65.2 | 56.3 | 66.6 | 81.1 | 4.9 | 173 | 339 |
| MOT17-07-FRCNN | 54.8 | 47.7 | 40.2 | 23 | 1 | 2,429 | 5,035 | 70.2 | 83.0 | 34.7 | 47.6 | 38.6 | 65.2 | 56.3 | 66.6 | 81.1 | 4.9 | 173 | 339 |
| MOT17-07-SDP | 54.8 | 47.7 | 40.2 | 23 | 1 | 2,429 | 5,035 | 70.2 | 83.0 | 34.7 | 47.6 | 38.6 | 65.2 | 56.3 | 66.6 | 81.1 | 4.9 | 173 | 339 |
| MOT17-08-DPM | 46.0 | 42.6 | 37.0 | 18 | 11 | 1,372 | 9,802 | 53.6 | 89.2 | 34.6 | 40.5 | 41.1 | 62.4 | 44.3 | 73.8 | 82.6 | 2.2 | 235 | 441 |
| MOT17-08-FRCNN | 46.0 | 42.6 | 37.0 | 18 | 11 | 1,372 | 9,802 | 53.6 | 89.2 | 34.6 | 40.5 | 41.1 | 62.4 | 44.3 | 73.8 | 82.6 | 2.2 | 235 | 441 |
| MOT17-08-SDP | 46.0 | 42.6 | 37.0 | 18 | 11 | 1,372 | 9,802 | 53.6 | 89.2 | 34.6 | 40.5 | 41.1 | 62.4 | 44.3 | 73.8 | 82.6 | 2.2 | 235 | 441 |
| MOT17-12-DPM | 53.2 | 63.9 | 51.7 | 28 | 28 | 803 | 3,211 | 63.0 | 87.2 | 56.9 | 47.2 | 61.3 | 78.0 | 53.0 | 73.4 | 84.1 | 0.9 | 46 | 114 |
| MOT17-12-FRCNN | 53.2 | 63.9 | 51.7 | 28 | 28 | 803 | 3,211 | 63.0 | 87.2 | 56.9 | 47.2 | 61.3 | 78.0 | 53.0 | 73.4 | 84.1 | 0.9 | 46 | 114 |
| MOT17-12-SDP | 53.2 | 63.9 | 51.7 | 28 | 28 | 803 | 3,211 | 63.0 | 87.2 | 56.9 | 47.2 | 61.3 | 78.0 | 53.0 | 73.4 | 84.1 | 0.9 | 46 | 114 |
| MOT17-14-DPM | 54.5 | 64.6 | 46.9 | 45 | 35 | 664 | 7,550 | 59.2 | 94.3 | 49.1 | 45.2 | 52.7 | 76.7 | 48.1 | 76.7 | 82.1 | 0.9 | 191 | 133 |
| MOT17-14-FRCNN | 54.5 | 64.5 | 46.9 | 45 | 35 | 661 | 7,557 | 59.1 | 94.3 | 49.1 | 45.2 | 52.5 | 77.2 | 48.1 | 76.8 | 82.1 | 0.9 | 192 | 133 |
| MOT17-14-SDP | 54.5 | 64.6 | 46.9 | 45 | 35 | 664 | 7,550 | 59.2 | 94.3 | 49.1 | 45.2 | 52.7 | 76.7 | 48.1 | 76.7 | 82.1 | 0.9 | 191 | 133 |
Raw data:
