Benchmark:
MOT17 |
Short name:
MOTDT17
Detector:
Public
Description:
n/a
Reference:
C. Long, A. Haizhou, Z. Zijie, S. Chong. Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-identification. In ICME, 2018.
Last submitted:
November 09, 2017 (6 years ago)
Published:
July 06, 2018 at 09:13:45 CET
Submissions:
2
Project page / code:
Open source:
Yes
Hardware:
3 GHZ, GTX1060
Runtime:
18.3 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 | 50.9 | 52.7 | 41.2 | 413 (17.5) | 841 (35.7) | 24,069 | 250,768 | 55.6 | 92.9 | 41.4 | 41.3 | 45.6 | 70.3 | 44.1 | 73.7 | 79.7 | 1.4 | 2,474 (44.5) | 5,317 (95.7) |
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 | 39.8 | 42.5 | 33.0 | 4 | 8 | 230 | 3,620 | 43.9 | 92.5 | 35.0 | 31.4 | 37.8 | 69.7 | 32.9 | 69.3 | 75.8 | 0.5 | 35 | 78 |
MOT17-01-FRCNN | 37.0 | 46.8 | 39.1 | 5 | 9 | 853 | 3,190 | 50.5 | 79.3 | 43.4 | 35.6 | 45.7 | 78.1 | 40.8 | 64.0 | 79.6 | 1.9 | 18 | 50 |
MOT17-01-SDP | 44.5 | 51.1 | 40.1 | 7 | 5 | 868 | 2,682 | 58.4 | 81.3 | 41.2 | 39.4 | 44.4 | 72.7 | 45.5 | 63.3 | 78.3 | 1.9 | 29 | 91 |
MOT17-03-DPM | 55.5 | 54.6 | 41.1 | 39 | 23 | 5,245 | 41,013 | 60.8 | 92.4 | 38.4 | 44.3 | 41.8 | 66.9 | 47.5 | 72.1 | 78.3 | 3.5 | 364 | 846 |
MOT17-03-FRCNN | 58.7 | 57.4 | 45.0 | 41 | 24 | 3,435 | 39,526 | 62.2 | 95.0 | 43.3 | 47.3 | 47.4 | 70.6 | 50.0 | 76.3 | 80.3 | 2.3 | 220 | 474 |
MOT17-03-SDP | 73.2 | 62.7 | 50.3 | 64 | 15 | 896 | 26,828 | 74.4 | 98.9 | 44.9 | 56.6 | 48.7 | 70.5 | 59.3 | 78.9 | 81.3 | 0.6 | 361 | 737 |
MOT17-06-DPM | 44.5 | 50.5 | 38.0 | 34 | 100 | 563 | 5,891 | 50.0 | 91.3 | 40.6 | 36.0 | 52.0 | 59.4 | 38.4 | 70.0 | 77.5 | 0.5 | 83 | 219 |
MOT17-06-FRCNN | 49.6 | 52.6 | 41.6 | 45 | 79 | 665 | 5,184 | 56.0 | 90.8 | 41.5 | 41.9 | 55.4 | 58.4 | 45.1 | 73.2 | 80.4 | 0.6 | 86 | 199 |
MOT17-06-SDP | 51.8 | 55.6 | 42.7 | 57 | 78 | 753 | 4,830 | 59.0 | 90.2 | 42.8 | 42.8 | 56.1 | 59.0 | 46.6 | 71.2 | 79.5 | 0.6 | 97 | 213 |
MOT17-07-DPM | 42.5 | 47.2 | 34.9 | 6 | 23 | 648 | 8,954 | 47.0 | 92.5 | 35.7 | 34.3 | 37.9 | 72.7 | 36.2 | 71.1 | 77.4 | 1.3 | 104 | 264 |
MOT17-07-FRCNN | 39.2 | 43.1 | 33.4 | 5 | 19 | 945 | 9,212 | 45.5 | 89.0 | 34.1 | 33.5 | 36.6 | 72.7 | 35.8 | 70.2 | 78.2 | 1.9 | 119 | 267 |
MOT17-07-SDP | 47.3 | 49.4 | 38.2 | 12 | 13 | 985 | 7,799 | 53.8 | 90.2 | 37.2 | 39.6 | 39.8 | 74.7 | 42.7 | 71.6 | 79.3 | 2.0 | 114 | 257 |
MOT17-08-DPM | 28.4 | 34.0 | 29.7 | 10 | 36 | 560 | 14,451 | 31.6 | 92.3 | 35.4 | 25.0 | 37.0 | 77.5 | 26.0 | 75.9 | 81.5 | 0.9 | 105 | 143 |
MOT17-08-FRCNN | 26.4 | 34.7 | 30.8 | 5 | 35 | 579 | 14,894 | 29.5 | 91.5 | 41.3 | 23.2 | 43.4 | 80.5 | 24.2 | 75.1 | 81.8 | 0.9 | 71 | 104 |
MOT17-08-SDP | 30.8 | 36.5 | 32.3 | 10 | 35 | 442 | 14,047 | 33.5 | 94.1 | 39.6 | 26.5 | 42.0 | 79.5 | 27.5 | 77.3 | 82.0 | 0.7 | 122 | 163 |
MOT17-12-DPM | 40.3 | 51.4 | 39.0 | 12 | 39 | 527 | 4,607 | 46.8 | 88.5 | 44.5 | 34.3 | 47.4 | 75.2 | 37.0 | 69.9 | 79.4 | 0.6 | 37 | 78 |
MOT17-12-FRCNN | 35.8 | 50.9 | 38.3 | 11 | 42 | 510 | 5,030 | 42.0 | 87.7 | 46.8 | 31.5 | 50.3 | 75.0 | 33.9 | 70.8 | 80.3 | 0.6 | 24 | 61 |
MOT17-12-SDP | 40.2 | 53.6 | 40.9 | 13 | 40 | 498 | 4,654 | 46.3 | 89.0 | 48.0 | 34.9 | 51.3 | 76.0 | 37.6 | 72.3 | 81.4 | 0.6 | 28 | 73 |
MOT17-14-DPM | 26.4 | 41.1 | 29.2 | 10 | 89 | 1,068 | 12,454 | 32.6 | 85.0 | 35.8 | 23.9 | 38.4 | 71.8 | 25.5 | 66.4 | 77.3 | 1.4 | 74 | 232 |
MOT17-14-FRCNN | 25.0 | 38.9 | 28.8 | 9 | 74 | 1,924 | 11,737 | 36.5 | 77.8 | 32.9 | 25.7 | 37.3 | 63.0 | 28.4 | 60.4 | 75.7 | 2.6 | 193 | 385 |
MOT17-14-SDP | 33.8 | 47.5 | 34.0 | 14 | 55 | 1,875 | 10,165 | 45.0 | 81.6 | 37.6 | 31.1 | 41.4 | 68.5 | 34.6 | 62.7 | 76.5 | 2.5 | 190 | 383 |
Raw data: