MOT17-08-FRCNN
Benchmark:
MOT17 |
Short name:
IOU17
Detector:
Public
Description:
Simple high-speed tracker without using image information
Reference:
E. Bochinski, V. Eiselein, T. Sikora. High-Speed Tracking-by-Detection Without Using Image Information. In International Workshop on Traffic and Street Surveillance for Safety and Security at IEEE AVSS 2017, 2017.
Last submitted:
August 08, 2017 (7 years ago)
Published:
August 09, 2017 at 09:59:25 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
3.4GHz, 1 Core
Runtime:
1,522.9 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 | 45.5 | 39.4 | 33.5 | 369 (15.7) | 953 (40.5) | 19,993 | 281,643 | 50.1 | 93.4 | 30.4 | 37.4 | 32.9 | 73.6 | 39.6 | 73.8 | 79.9 | 1.1 | 5,988 (119.6) | 7,404 (147.8) |
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 | 23.3 | 25.8 | 22.0 | 2 | 13 | 167 | 4,740 | 26.5 | 91.1 | 25.3 | 19.2 | 26.4 | 71.3 | 19.9 | 68.4 | 77.0 | 0.4 | 38 | 57 |
MOT17-01-FRCNN | 30.3 | 35.4 | 32.7 | 6 | 9 | 1,154 | 3,306 | 48.7 | 73.2 | 32.2 | 33.5 | 34.3 | 74.1 | 39.7 | 59.6 | 79.1 | 2.6 | 38 | 59 |
MOT17-01-SDP | 41.0 | 32.7 | 28.9 | 7 | 5 | 847 | 2,823 | 56.2 | 81.1 | 22.6 | 37.5 | 25.7 | 67.1 | 43.2 | 62.2 | 77.6 | 1.9 | 134 | 201 |
MOT17-03-DPM | 42.7 | 31.8 | 27.3 | 19 | 40 | 4,332 | 55,024 | 47.4 | 92.0 | 21.5 | 34.9 | 22.3 | 76.8 | 37.0 | 71.8 | 78.7 | 2.9 | 641 | 861 |
MOT17-03-FRCNN | 56.2 | 44.7 | 37.7 | 34 | 28 | 1,445 | 43,990 | 58.0 | 97.7 | 32.2 | 44.6 | 34.2 | 77.5 | 46.6 | 78.4 | 81.2 | 1.0 | 463 | 633 |
MOT17-03-SDP | 71.1 | 50.0 | 42.4 | 65 | 15 | 1,123 | 27,829 | 73.4 | 98.6 | 33.0 | 54.8 | 37.2 | 67.5 | 57.7 | 77.4 | 80.6 | 0.7 | 1,288 | 1,722 |
MOT17-06-DPM | 39.6 | 41.6 | 32.2 | 23 | 124 | 321 | 6,640 | 43.6 | 94.1 | 33.1 | 31.6 | 35.0 | 75.8 | 33.2 | 71.5 | 77.9 | 0.3 | 154 | 142 |
MOT17-06-FRCNN | 53.0 | 52.7 | 43.4 | 45 | 65 | 298 | 5,028 | 57.3 | 95.8 | 42.6 | 44.5 | 45.0 | 78.7 | 46.7 | 78.1 | 81.6 | 0.2 | 213 | 228 |
MOT17-06-SDP | 55.5 | 52.5 | 42.0 | 62 | 66 | 492 | 4,450 | 62.2 | 93.7 | 39.2 | 45.2 | 43.7 | 70.2 | 48.6 | 73.2 | 79.9 | 0.4 | 304 | 232 |
MOT17-07-DPM | 28.8 | 30.9 | 25.2 | 4 | 30 | 991 | 10,883 | 35.6 | 85.8 | 25.1 | 25.6 | 26.3 | 75.3 | 27.4 | 66.1 | 76.9 | 2.0 | 153 | 226 |
MOT17-07-FRCNN | 33.4 | 33.9 | 28.5 | 5 | 17 | 900 | 10,176 | 39.8 | 88.2 | 28.1 | 29.9 | 29.6 | 74.5 | 31.8 | 70.5 | 78.4 | 1.8 | 176 | 337 |
MOT17-07-SDP | 43.9 | 39.7 | 33.0 | 11 | 18 | 812 | 8,290 | 50.9 | 91.4 | 29.7 | 36.9 | 32.1 | 71.1 | 39.6 | 71.1 | 78.9 | 1.6 | 372 | 471 |
MOT17-08-DPM | 20.5 | 25.6 | 23.5 | 7 | 41 | 1,038 | 15,631 | 26.0 | 84.1 | 27.2 | 20.4 | 28.9 | 75.7 | 21.5 | 69.6 | 80.2 | 1.7 | 114 | 126 |
MOT17-08-FRCNN | 22.6 | 27.8 | 26.2 | 7 | 41 | 571 | 15,691 | 25.7 | 90.5 | 33.7 | 20.5 | 35.1 | 81.3 | 21.3 | 75.0 | 82.7 | 0.9 | 88 | 115 |
MOT17-08-SDP | 28.0 | 29.0 | 26.2 | 10 | 35 | 518 | 14,410 | 31.8 | 92.8 | 28.0 | 24.8 | 31.2 | 72.1 | 25.8 | 75.4 | 81.0 | 0.8 | 278 | 340 |
MOT17-12-DPM | 37.3 | 48.7 | 37.7 | 11 | 51 | 469 | 4,925 | 43.2 | 88.9 | 44.3 | 32.1 | 46.1 | 78.6 | 34.4 | 70.8 | 79.8 | 0.5 | 43 | 65 |
MOT17-12-FRCNN | 38.6 | 50.1 | 39.2 | 12 | 49 | 326 | 4,959 | 42.8 | 91.9 | 46.8 | 32.9 | 49.7 | 78.7 | 34.8 | 74.7 | 81.5 | 0.4 | 40 | 51 |
MOT17-12-SDP | 41.5 | 51.3 | 41.5 | 19 | 40 | 583 | 4,392 | 49.3 | 88.0 | 47.4 | 36.6 | 51.6 | 74.2 | 39.9 | 71.2 | 81.4 | 0.6 | 99 | 102 |
MOT17-14-DPM | 16.2 | 18.3 | 15.2 | 1 | 120 | 233 | 15,119 | 18.2 | 93.5 | 17.0 | 13.6 | 17.5 | 75.6 | 13.9 | 71.6 | 78.0 | 0.3 | 129 | 141 |
MOT17-14-FRCNN | 20.1 | 28.0 | 22.2 | 10 | 80 | 1,750 | 12,533 | 32.2 | 77.3 | 21.7 | 23.5 | 23.3 | 65.4 | 25.5 | 61.3 | 75.1 | 2.3 | 491 | 556 |
MOT17-14-SDP | 28.8 | 30.3 | 23.5 | 9 | 66 | 1,623 | 10,804 | 41.5 | 82.6 | 19.6 | 28.8 | 20.9 | 69.5 | 31.7 | 62.9 | 76.3 | 2.2 | 732 | 739 |
Raw data: