DGCT: DGCT
MOT17-08-DPM
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
Rendering of new sequences is currently deactivated due to heavy load.
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:
