Benchmark:
MOT17 |
Short name:
YOONKJ17
Detector:
Public
Description:
n/a
Reference:
K. YOON, J. GWAK, Y. SONG, Y. YOON, M. JEON. OneShotDA: Online Multi-object Tracker with One-shot-learning-based Data Association. In IEEE Access, 2020.
Last submitted:
August 02, 2019 (4 years ago)
Published:
August 10, 2019 at 10:50:58 CET
Submissions:
4
Project page / code:
n/a
Open source:
No
Hardware:
i7 GTX1080ti
Runtime:
3.4 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 | 51.4 | 54.0 | 36.9 | 500 (21.2) | 878 (37.3) | 29,051 | 243,202 | 56.9 | 91.7 | 43.5 | 31.4 | 48.5 | 70.8 | 33.2 | 72.8 | 79.8 | 1.6 | 2,118 (37.2) | 3,072 (54.0) |
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 | 36.8 | 33.5 | 26.3 | 5 | 11 | 253 | 3,791 | 41.2 | 91.3 | 24.0 | 29.0 | 33.5 | 48.5 | 30.6 | 67.8 | 76.0 | 0.6 | 32 | 54 |
| MOT17-01-FRCNN | 25.3 | 40.2 | 0.0 | 9 | 8 | 1,814 | 2,986 | 53.7 | 65.6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 | 4.0 | 20 | 34 |
| MOT17-01-SDP | 46.0 | 49.0 | 39.2 | 9 | 5 | 1,305 | 2,148 | 66.7 | 76.7 | 36.8 | 42.2 | 44.5 | 62.8 | 51.9 | 59.6 | 78.2 | 2.9 | 29 | 54 |
| MOT17-03-DPM | 54.4 | 54.1 | 41.5 | 35 | 26 | 4,068 | 43,360 | 58.6 | 93.8 | 39.8 | 43.6 | 43.0 | 73.5 | 46.2 | 74.0 | 79.2 | 2.7 | 281 | 457 |
| MOT17-03-FRCNN | 60.3 | 59.2 | 0.0 | 42 | 25 | 2,467 | 38,946 | 62.8 | 96.4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 | 1.6 | 185 | 256 |
| MOT17-03-SDP | 76.9 | 70.3 | 55.5 | 83 | 13 | 2,038 | 21,962 | 79.0 | 97.6 | 51.8 | 59.7 | 56.2 | 74.3 | 63.3 | 78.2 | 81.4 | 1.4 | 226 | 353 |
| MOT17-06-DPM | 46.1 | 53.2 | 40.0 | 43 | 111 | 709 | 5,579 | 52.7 | 89.7 | 42.9 | 37.7 | 55.9 | 59.3 | 40.7 | 69.3 | 77.9 | 0.6 | 67 | 99 |
| MOT17-06-FRCNN | 49.3 | 53.3 | 0.0 | 59 | 81 | 1,205 | 4,682 | 60.3 | 85.5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 | 1.0 | 89 | 111 |
| MOT17-06-SDP | 50.4 | 54.9 | 43.2 | 71 | 83 | 1,393 | 4,340 | 63.2 | 84.2 | 41.9 | 44.8 | 58.8 | 54.3 | 50.9 | 67.8 | 79.8 | 1.2 | 113 | 128 |
| MOT17-07-DPM | 39.9 | 42.0 | 32.2 | 6 | 24 | 792 | 9,273 | 45.1 | 90.6 | 31.6 | 33.0 | 34.2 | 68.0 | 35.1 | 70.5 | 78.1 | 1.6 | 89 | 121 |
| MOT17-07-FRCNN | 33.6 | 39.1 | 31.6 | 6 | 16 | 1,935 | 9,119 | 46.0 | 80.1 | 31.4 | 32.9 | 34.7 | 64.9 | 36.8 | 64.0 | 77.5 | 3.9 | 156 | 238 |
| MOT17-07-SDP | 47.9 | 46.5 | 0.0 | 16 | 14 | 1,253 | 7,426 | 56.0 | 88.3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 | 2.5 | 118 | 153 |
| MOT17-08-DPM | 26.8 | 34.9 | 30.4 | 12 | 35 | 985 | 14,400 | 31.8 | 87.2 | 37.0 | 25.1 | 41.4 | 71.6 | 26.6 | 72.8 | 81.4 | 1.6 | 84 | 92 |
| MOT17-08-FRCNN | 25.7 | 35.2 | 32.2 | 11 | 39 | 1,082 | 14,558 | 31.1 | 85.9 | 42.9 | 24.2 | 50.2 | 70.2 | 25.7 | 71.0 | 80.8 | 1.7 | 63 | 76 |
| MOT17-08-SDP | 32.4 | 33.9 | 30.5 | 10 | 34 | 936 | 13,215 | 37.4 | 89.4 | 32.2 | 29.3 | 38.2 | 64.4 | 31.0 | 73.9 | 81.3 | 1.5 | 134 | 152 |
| MOT17-12-DPM | 40.9 | 51.7 | 40.3 | 13 | 42 | 418 | 4,678 | 46.0 | 90.5 | 46.9 | 34.7 | 54.1 | 66.6 | 36.9 | 72.6 | 80.1 | 0.5 | 24 | 38 |
| MOT17-12-FRCNN | 38.7 | 52.6 | 40.7 | 13 | 42 | 654 | 4,635 | 46.5 | 86.0 | 47.6 | 35.1 | 52.7 | 70.7 | 38.2 | 70.7 | 80.6 | 0.7 | 28 | 36 |
| MOT17-12-SDP | 41.2 | 52.8 | 43.4 | 21 | 41 | 958 | 4,104 | 52.6 | 82.6 | 49.5 | 38.3 | 57.9 | 66.1 | 43.3 | 68.0 | 81.5 | 1.1 | 32 | 38 |
| MOT17-14-DPM | 28.4 | 40.3 | 29.5 | 10 | 95 | 470 | 12,717 | 31.2 | 92.5 | 37.0 | 23.6 | 39.5 | 72.2 | 24.4 | 72.4 | 78.2 | 0.6 | 50 | 84 |
| MOT17-14-FRCNN | 21.7 | 37.9 | 29.4 | 11 | 75 | 2,731 | 11,583 | 37.3 | 71.6 | 33.5 | 26.5 | 38.3 | 61.2 | 29.9 | 57.4 | 74.5 | 3.6 | 162 | 272 |
| MOT17-14-SDP | 38.2 | 49.3 | 36.0 | 15 | 58 | 1,585 | 9,700 | 47.5 | 84.7 | 39.3 | 33.3 | 43.3 | 69.0 | 36.6 | 65.3 | 76.9 | 2.1 | 136 | 226 |
Raw data: