jCC: joint Multicut Tracker
MOT17-14-DPM
Benchmark:
MOT17 |
Short name:
jCC
Detector:
Public
Description:
n/a
Reference:
M. Keuper, S. Tang, B. Andres, T. Brox, B. Schiele. Motion Segmentation amp; Multiple Object Tracking by Correlation Co-Clustering. In IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018.
Last submitted:
November 13, 2017 (6 years ago)
Published:
Not yet published
Submissions:
2
Project page / code:
n/a
Open source:
No
Hardware:
Runtime:
1.8 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 | 51.2 | 54.5 | 42.5 | 493 (20.9) | 872 (37.0) | 25,937 | 247,822 | 56.1 | 92.4 | 44.2 | 41.2 | 46.7 | 77.9 | 44.0 | 72.6 | 79.2 | 1.5 | 1,802 (32.1) | 2,984 (53.2) |
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 | 27.8 | 38.4 | 33.8 | 5 | 11 | 694 | 3,940 | 38.9 | 78.3 | 41.0 | 28.1 | 42.9 | 78.2 | 31.3 | 63.0 | 78.8 | 1.5 | 26 | 30 |
| MOT17-01-FRCNN | 28.5 | 38.2 | 34.5 | 6 | 8 | 1,399 | 3,187 | 50.6 | 70.0 | 35.8 | 33.7 | 38.0 | 76.4 | 41.1 | 56.8 | 78.4 | 3.1 | 26 | 40 |
| MOT17-01-SDP | 47.9 | 46.1 | 39.2 | 8 | 5 | 712 | 2,610 | 59.5 | 84.4 | 37.3 | 41.7 | 40.5 | 76.5 | 47.2 | 67.0 | 79.6 | 1.6 | 36 | 39 |
| MOT17-03-DPM | 55.5 | 56.6 | 43.3 | 38 | 28 | 4,095 | 42,340 | 59.6 | 93.8 | 42.9 | 44.1 | 44.6 | 80.4 | 47.0 | 74.0 | 79.9 | 2.7 | 197 | 267 |
| MOT17-03-FRCNN | 61.1 | 63.7 | 48.2 | 46 | 27 | 2,132 | 38,441 | 63.3 | 96.9 | 48.8 | 47.9 | 50.8 | 80.2 | 50.2 | 76.8 | 80.0 | 1.4 | 152 | 212 |
| MOT17-03-SDP | 76.9 | 67.6 | 53.7 | 82 | 14 | 1,655 | 22,340 | 78.7 | 98.0 | 49.0 | 59.2 | 51.3 | 78.5 | 62.2 | 77.6 | 80.4 | 1.1 | 196 | 304 |
| MOT17-06-DPM | 49.3 | 54.2 | 41.4 | 38 | 101 | 262 | 5,635 | 52.2 | 95.9 | 44.1 | 39.0 | 48.0 | 76.9 | 40.8 | 75.1 | 79.6 | 0.2 | 80 | 99 |
| MOT17-06-FRCNN | 57.3 | 60.1 | 47.2 | 59 | 60 | 586 | 4,328 | 63.3 | 92.7 | 47.7 | 47.0 | 52.5 | 77.8 | 50.6 | 74.1 | 80.3 | 0.5 | 113 | 169 |
| MOT17-06-SDP | 57.3 | 59.8 | 46.8 | 77 | 67 | 720 | 4,196 | 64.4 | 91.3 | 46.9 | 46.9 | 52.1 | 76.8 | 51.1 | 72.5 | 80.2 | 0.6 | 120 | 150 |
| MOT17-07-DPM | 26.9 | 36.6 | 28.1 | 4 | 35 | 937 | 11,370 | 32.7 | 85.5 | 32.8 | 24.3 | 34.3 | 74.6 | 25.8 | 67.4 | 77.2 | 1.9 | 44 | 66 |
| MOT17-07-FRCNN | 32.5 | 40.5 | 32.0 | 9 | 14 | 2,660 | 8,609 | 49.0 | 75.7 | 31.5 | 33.7 | 35.1 | 66.6 | 38.8 | 59.8 | 75.9 | 5.3 | 136 | 201 |
| MOT17-07-SDP | 46.6 | 44.0 | 36.1 | 18 | 12 | 1,943 | 6,968 | 58.8 | 83.6 | 32.4 | 40.7 | 34.6 | 71.4 | 46.1 | 65.7 | 78.3 | 3.9 | 115 | 140 |
| MOT17-08-DPM | 25.5 | 29.5 | 24.7 | 8 | 39 | 447 | 15,235 | 27.9 | 92.9 | 30.6 | 20.4 | 35.0 | 69.2 | 21.0 | 70.0 | 76.7 | 0.7 | 60 | 67 |
| MOT17-08-FRCNN | 23.4 | 31.8 | 27.3 | 8 | 40 | 569 | 15,560 | 26.3 | 90.7 | 40.0 | 19.1 | 42.2 | 76.9 | 19.8 | 68.1 | 76.6 | 0.9 | 49 | 62 |
| MOT17-08-SDP | 32.4 | 35.1 | 28.7 | 12 | 32 | 463 | 13,711 | 35.1 | 94.1 | 33.1 | 25.6 | 35.1 | 75.5 | 26.5 | 71.2 | 77.0 | 0.7 | 113 | 124 |
| MOT17-12-DPM | 40.7 | 53.9 | 38.8 | 13 | 50 | 437 | 4,692 | 45.9 | 90.1 | 48.9 | 31.3 | 51.9 | 74.9 | 33.7 | 66.1 | 76.2 | 0.5 | 14 | 23 |
| MOT17-12-FRCNN | 36.4 | 51.9 | 38.2 | 14 | 46 | 818 | 4,676 | 46.0 | 83.0 | 48.2 | 31.1 | 50.8 | 76.2 | 34.5 | 62.3 | 76.4 | 0.9 | 21 | 30 |
| MOT17-12-SDP | 38.6 | 54.0 | 40.1 | 21 | 36 | 1,310 | 3,982 | 54.1 | 78.1 | 48.6 | 34.2 | 53.2 | 73.0 | 40.0 | 57.9 | 75.9 | 1.5 | 32 | 48 |
| MOT17-14-DPM | 25.6 | 35.6 | 26.1 | 8 | 96 | 806 | 12,883 | 30.3 | 87.4 | 31.5 | 21.9 | 33.1 | 77.1 | 23.1 | 66.5 | 76.1 | 1.1 | 67 | 100 |
| MOT17-14-FRCNN | 24.3 | 40.4 | 29.5 | 12 | 81 | 1,820 | 12,096 | 34.6 | 77.8 | 35.9 | 24.9 | 38.8 | 69.6 | 27.0 | 60.7 | 74.0 | 2.4 | 80 | 170 |
| MOT17-14-SDP | 31.7 | 42.0 | 30.1 | 7 | 70 | 1,472 | 11,023 | 40.4 | 83.5 | 32.8 | 28.1 | 34.6 | 74.1 | 30.6 | 63.4 | 75.8 | 2.0 | 125 | 643 |
Raw data:
