Benchmark:
MOT17 |
Short name:
PixelGuide
Detector:
Public
Description:
Reference:
A. Boragule, H. Jang, N. Ha, M. Jeon. Pixel-Guided Association for Multi-Object Tracking. In Sensors, 2022.
Last submitted:
December 03, 2022 (1 year ago)
Published:
November 25, 2022 at 04:45:13 CET
Submissions:
3
Project page / code:
n/a
Open source:
No
Hardware:
3 GHZ, 1 Core.
Runtime:
8.9 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 | 69.7 | 68.4 | 55.5 | 903 (38.3) | 615 (26.1) | 26,871 | 140,457 | 75.1 | 94.0 | 55.1 | 56.3 | 60.7 | 74.4 | 60.9 | 76.3 | 81.6 | 1.5 | 3,639 (0.0) | 4,155 (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 | 39.1 | 47.0 | 39.6 | 8 | 7 | 1,247 | 2,653 | 58.9 | 75.3 | 41.1 | 38.5 | 48.2 | 67.7 | 46.9 | 59.9 | 79.6 | 2.8 | 26 | 49 |
| MOT17-01-FRCNN | 39.1 | 47.0 | 39.6 | 8 | 7 | 1,247 | 2,653 | 58.9 | 75.3 | 41.1 | 38.5 | 48.2 | 67.7 | 46.9 | 59.9 | 79.6 | 2.8 | 26 | 49 |
| MOT17-01-SDP | 39.1 | 47.0 | 39.6 | 8 | 7 | 1,247 | 2,653 | 58.9 | 75.3 | 41.1 | 38.5 | 48.2 | 67.7 | 46.9 | 59.9 | 79.6 | 2.8 | 26 | 49 |
| MOT17-03-DPM | 88.5 | 81.5 | 65.7 | 132 | 0 | 3,919 | 8,000 | 92.4 | 96.1 | 62.1 | 69.9 | 67.2 | 77.7 | 75.2 | 78.2 | 82.0 | 2.6 | 115 | 241 |
| MOT17-03-FRCNN | 88.5 | 81.5 | 65.7 | 132 | 0 | 3,919 | 8,000 | 92.4 | 96.1 | 62.1 | 69.9 | 67.2 | 77.7 | 75.2 | 78.2 | 82.0 | 2.6 | 115 | 241 |
| MOT17-03-SDP | 88.5 | 81.5 | 65.7 | 132 | 0 | 3,919 | 8,000 | 92.4 | 96.1 | 62.1 | 69.9 | 67.2 | 77.7 | 75.2 | 78.2 | 82.0 | 2.6 | 115 | 241 |
| MOT17-06-DPM | 59.3 | 52.6 | 43.1 | 85 | 54 | 833 | 3,666 | 68.9 | 90.7 | 37.7 | 50.0 | 51.9 | 53.7 | 55.2 | 72.7 | 81.0 | 0.7 | 298 | 219 |
| MOT17-06-FRCNN | 59.3 | 52.6 | 43.1 | 85 | 54 | 833 | 3,666 | 68.9 | 90.7 | 37.7 | 50.0 | 51.9 | 53.7 | 55.2 | 72.7 | 81.0 | 0.7 | 298 | 219 |
| MOT17-06-SDP | 59.3 | 52.6 | 43.1 | 85 | 54 | 833 | 3,666 | 68.9 | 90.7 | 37.7 | 50.0 | 51.9 | 53.7 | 55.2 | 72.7 | 81.0 | 0.7 | 298 | 219 |
| MOT17-07-DPM | 52.2 | 47.1 | 39.1 | 16 | 16 | 995 | 6,948 | 58.9 | 90.9 | 36.2 | 43.2 | 39.9 | 68.2 | 47.1 | 72.7 | 80.6 | 2.0 | 137 | 211 |
| MOT17-07-FRCNN | 52.2 | 47.1 | 39.1 | 16 | 16 | 995 | 6,948 | 58.9 | 90.9 | 36.2 | 43.2 | 39.9 | 68.2 | 47.1 | 72.7 | 80.6 | 2.0 | 137 | 211 |
| MOT17-07-SDP | 52.2 | 47.1 | 39.1 | 16 | 16 | 995 | 6,948 | 58.9 | 90.9 | 36.2 | 43.2 | 39.9 | 68.2 | 47.1 | 72.7 | 80.6 | 2.0 | 137 | 211 |
| MOT17-08-DPM | 40.0 | 40.1 | 35.7 | 17 | 26 | 754 | 11,759 | 44.3 | 92.5 | 37.1 | 34.9 | 41.8 | 71.3 | 36.9 | 77.1 | 82.7 | 1.2 | 159 | 257 |
| MOT17-08-FRCNN | 40.0 | 40.1 | 35.7 | 17 | 26 | 754 | 11,759 | 44.3 | 92.5 | 37.1 | 34.9 | 41.8 | 71.3 | 36.9 | 77.1 | 82.7 | 1.2 | 159 | 257 |
| MOT17-08-SDP | 40.0 | 40.1 | 35.7 | 17 | 26 | 754 | 11,759 | 44.3 | 92.5 | 37.1 | 34.9 | 41.8 | 71.3 | 36.9 | 77.1 | 82.7 | 1.2 | 159 | 257 |
| MOT17-12-DPM | 54.6 | 62.0 | 50.4 | 23 | 38 | 153 | 3,763 | 56.6 | 97.0 | 55.8 | 45.6 | 62.5 | 75.1 | 47.6 | 81.6 | 84.4 | 0.2 | 23 | 44 |
| MOT17-12-FRCNN | 54.6 | 62.0 | 50.4 | 23 | 38 | 153 | 3,763 | 56.6 | 97.0 | 55.8 | 45.6 | 62.5 | 75.1 | 47.6 | 81.6 | 84.4 | 0.2 | 23 | 44 |
| MOT17-12-SDP | 54.6 | 62.0 | 50.4 | 23 | 38 | 153 | 3,763 | 56.6 | 97.0 | 55.8 | 45.6 | 62.5 | 75.1 | 47.6 | 81.6 | 84.4 | 0.2 | 23 | 44 |
| MOT17-14-DPM | 37.6 | 48.3 | 34.2 | 20 | 64 | 1,056 | 10,030 | 45.7 | 88.9 | 36.4 | 32.6 | 40.8 | 65.7 | 35.1 | 68.2 | 77.6 | 1.4 | 455 | 364 |
| MOT17-14-FRCNN | 37.6 | 48.3 | 34.2 | 20 | 64 | 1,056 | 10,030 | 45.7 | 88.9 | 36.4 | 32.6 | 40.8 | 65.7 | 35.1 | 68.2 | 77.6 | 1.4 | 455 | 364 |
| MOT17-14-SDP | 37.6 | 48.3 | 34.2 | 20 | 64 | 1,056 | 10,030 | 45.7 | 88.9 | 36.4 | 32.6 | 40.8 | 65.7 | 35.1 | 68.2 | 77.6 | 1.4 | 455 | 364 |
Raw data: