MOT17-08-FRCNN
Benchmark:
MOT17 |
Short name:
DGCT
Detector:
Public
Description:
Only train on MOT17 videos (not trained on Person ReID or other self-collected datasets)
Process in near online mode
No further post-processing schemes involved (may come in an upgraded version)
Reference:
CJY, HYW, KHW @ HRI-SH
Last submitted:
December 29, 2018 (5 years ago)
Published:
October 10, 2018 at 05:15:00 CET
Submissions:
2
Project page / code:
n/a
Open source:
No
Hardware:
i7 6700K, GTX 1080, python
Runtime:
7.0 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 | 54.5 | 51.3 | 42.0 | 495 (21.0) | 834 (35.4) | 10,471 | 243,143 | 56.9 | 96.8 | 40.5 | 43.9 | 44.1 | 73.8 | 46.0 | 78.4 | 81.8 | 0.6 | 2,865 (50.3) | 4,889 (85.9) |
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 | 38.3 | 30.0 | 26.2 | 4 | 11 | 151 | 3,771 | 41.5 | 94.7 | 22.1 | 31.2 | 27.0 | 58.1 | 32.8 | 74.7 | 80.5 | 0.3 | 57 | 93 |
MOT17-01-FRCNN | 41.1 | 37.0 | 33.3 | 6 | 10 | 349 | 3,423 | 46.9 | 89.7 | 31.6 | 35.4 | 35.7 | 73.1 | 38.0 | 72.7 | 81.1 | 0.8 | 28 | 62 |
MOT17-01-SDP | 44.4 | 33.9 | 27.8 | 7 | 9 | 274 | 3,283 | 49.1 | 92.0 | 21.1 | 36.7 | 28.8 | 50.0 | 39.3 | 73.6 | 80.8 | 0.6 | 30 | 76 |
MOT17-03-DPM | 61.1 | 53.8 | 43.5 | 39 | 21 | 1,952 | 38,462 | 63.3 | 97.1 | 39.1 | 48.8 | 42.1 | 74.7 | 51.2 | 78.7 | 81.7 | 1.3 | 292 | 785 |
MOT17-03-FRCNN | 62.0 | 55.9 | 45.1 | 46 | 24 | 1,574 | 37,991 | 63.7 | 97.7 | 41.3 | 49.6 | 44.0 | 76.9 | 51.8 | 79.4 | 81.8 | 1.0 | 239 | 521 |
MOT17-03-SDP | 77.2 | 64.2 | 52.4 | 76 | 13 | 928 | 22,630 | 78.4 | 98.9 | 46.2 | 59.9 | 50.8 | 72.5 | 63.0 | 79.4 | 81.8 | 0.6 | 261 | 634 |
MOT17-06-DPM | 51.9 | 52.2 | 43.3 | 47 | 86 | 313 | 5,184 | 56.0 | 95.5 | 43.9 | 43.0 | 48.1 | 74.0 | 45.3 | 77.3 | 81.6 | 0.3 | 173 | 180 |
MOT17-06-FRCNN | 56.1 | 53.9 | 43.3 | 59 | 61 | 550 | 4,382 | 62.8 | 93.1 | 40.0 | 47.3 | 47.0 | 65.7 | 50.9 | 75.4 | 81.4 | 0.5 | 245 | 257 |
MOT17-06-SDP | 58.8 | 54.3 | 43.9 | 77 | 65 | 516 | 4,113 | 65.1 | 93.7 | 39.7 | 49.0 | 48.2 | 63.3 | 52.7 | 75.9 | 81.6 | 0.4 | 230 | 249 |
MOT17-07-DPM | 45.6 | 44.7 | 35.3 | 7 | 21 | 326 | 8,764 | 48.1 | 96.1 | 34.1 | 36.9 | 35.9 | 76.3 | 38.6 | 77.1 | 81.1 | 0.7 | 98 | 223 |
MOT17-07-FRCNN | 41.6 | 42.1 | 33.9 | 6 | 17 | 686 | 9,082 | 46.2 | 91.9 | 33.5 | 35.0 | 36.5 | 69.8 | 37.1 | 73.9 | 80.4 | 1.4 | 92 | 200 |
MOT17-07-SDP | 51.7 | 48.0 | 38.7 | 15 | 14 | 482 | 7,562 | 55.2 | 95.1 | 36.5 | 41.4 | 38.8 | 74.0 | 43.9 | 75.6 | 80.9 | 1.0 | 107 | 218 |
MOT17-08-DPM | 29.3 | 31.3 | 29.1 | 9 | 36 | 82 | 14,779 | 30.0 | 98.7 | 33.8 | 25.2 | 35.0 | 83.0 | 25.7 | 84.4 | 85.5 | 0.1 | 84 | 106 |
MOT17-08-FRCNN | 27.3 | 31.1 | 29.1 | 9 | 37 | 286 | 14,974 | 29.1 | 95.6 | 35.5 | 24.0 | 36.7 | 85.3 | 24.7 | 81.1 | 84.5 | 0.5 | 97 | 119 |
MOT17-08-SDP | 31.1 | 32.2 | 30.1 | 11 | 36 | 141 | 14,322 | 32.2 | 98.0 | 34.6 | 26.3 | 38.1 | 72.8 | 27.0 | 82.1 | 84.4 | 0.2 | 81 | 115 |
MOT17-12-DPM | 46.0 | 54.9 | 45.1 | 17 | 44 | 105 | 4,550 | 47.5 | 97.5 | 53.0 | 38.4 | 56.8 | 79.1 | 39.9 | 81.9 | 84.5 | 0.1 | 25 | 43 |
MOT17-12-FRCNN | 44.0 | 53.6 | 43.1 | 16 | 47 | 136 | 4,695 | 45.8 | 96.7 | 50.5 | 36.9 | 54.2 | 79.2 | 38.4 | 80.9 | 84.0 | 0.2 | 21 | 45 |
MOT17-12-SDP | 47.5 | 56.7 | 46.5 | 16 | 50 | 50 | 4,484 | 48.3 | 98.8 | 55.3 | 39.2 | 60.0 | 78.4 | 40.4 | 82.8 | 84.3 | 0.1 | 19 | 31 |
MOT17-14-DPM | 28.0 | 29.5 | 23.4 | 10 | 80 | 551 | 12,392 | 33.0 | 91.7 | 22.3 | 24.8 | 23.8 | 65.1 | 26.0 | 72.4 | 79.5 | 0.7 | 362 | 332 |
MOT17-14-FRCNN | 28.1 | 35.8 | 26.3 | 9 | 80 | 464 | 12,689 | 31.3 | 92.6 | 30.0 | 23.2 | 32.8 | 65.4 | 24.2 | 71.5 | 78.6 | 0.6 | 137 | 267 |
MOT17-14-SDP | 33.2 | 38.9 | 28.9 | 9 | 72 | 555 | 11,611 | 37.2 | 92.5 | 31.1 | 27.2 | 34.1 | 66.7 | 28.6 | 71.2 | 78.7 | 0.7 | 187 | 333 |
Raw data: