FlowTracker: SDOF-Tracker: Fast and Accurate Multiple Human Tracking by Skipped-Detection and Optical-Flow
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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.
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.
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.
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.
Rendering of new sequences is currently deactivated due to heavy load.
Short name:
FlowTracker
Detector:
Public
Description:
Reference:
H. Nishimura et al., "SDOF-Tracker: Fast and Accurate Multiple Human Tracking by Skipped-Detection and Optical-Flow"
Last submitted:
August 31, 2021 (3 years ago)
Published:
August 31, 2021 at 22:55:42 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
CPU (4.20GHz, 4 Core), no GPU
Runtime:
61.2 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 | 40.4 | 38.0 | 32.5 | 330 (14.0) | 863 (36.6) | 60,962 | 269,136 | 52.3 | 82.9 | 28.9 | 37.1 | 30.4 | 76.8 | 41.6 | 66.0 | 78.8 | 3.4 | 5,927 (0.0) | 6,748 (0.0) |
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 | 16.8 | 23.5 | 20.7 | 3 | 10 | 1,169 | 4,107 | 36.3 | 66.7 | 18.6 | 23.4 | 19.4 | 72.7 | 27.7 | 50.8 | 74.9 | 2.6 | 91 | 101 |
| MOT17-01-FRCNN | 24.6 | 31.6 | 29.4 | 6 | 7 | 1,538 | 3,275 | 49.2 | 67.4 | 27.3 | 32.0 | 29.1 | 73.9 | 39.8 | 54.5 | 78.2 | 3.4 | 53 | 68 |
| MOT17-01-SDP | 37.2 | 34.6 | 30.5 | 7 | 4 | 1,195 | 2,758 | 57.2 | 75.5 | 25.8 | 36.5 | 27.1 | 75.1 | 43.8 | 57.8 | 76.8 | 2.7 | 95 | 119 |
| MOT17-03-DPM | 28.5 | 27.3 | 25.1 | 28 | 26 | 26,854 | 46,729 | 55.4 | 68.3 | 18.2 | 35.4 | 18.8 | 75.8 | 44.3 | 54.7 | 76.8 | 17.9 | 1,223 | 1,151 |
| MOT17-03-FRCNN | 56.8 | 46.2 | 38.2 | 35 | 28 | 1,800 | 42,962 | 59.0 | 97.2 | 32.8 | 45.3 | 34.4 | 78.7 | 47.3 | 78.0 | 80.9 | 1.2 | 452 | 530 |
| MOT17-03-SDP | 69.4 | 50.9 | 43.0 | 60 | 19 | 1,214 | 29,658 | 71.7 | 98.4 | 34.4 | 54.0 | 36.2 | 77.1 | 56.5 | 77.6 | 80.4 | 0.8 | 1,192 | 1,331 |
| MOT17-06-DPM | 29.3 | 36.7 | 29.6 | 21 | 99 | 1,963 | 6,128 | 48.0 | 74.2 | 28.7 | 31.1 | 30.4 | 72.8 | 36.4 | 56.3 | 75.2 | 1.6 | 241 | 247 |
| MOT17-06-FRCNN | 48.3 | 50.9 | 39.9 | 31 | 68 | 719 | 5,184 | 56.0 | 90.2 | 38.6 | 41.6 | 40.8 | 77.6 | 44.8 | 72.2 | 79.5 | 0.6 | 190 | 251 |
| MOT17-06-SDP | 49.3 | 51.9 | 39.2 | 46 | 71 | 874 | 4,903 | 58.4 | 88.7 | 37.9 | 40.9 | 40.3 | 74.8 | 44.8 | 68.0 | 77.5 | 0.7 | 200 | 274 |
| MOT17-07-DPM | 20.2 | 27.2 | 23.7 | 5 | 24 | 3,619 | 9,613 | 43.1 | 66.8 | 20.2 | 28.6 | 21.0 | 73.3 | 34.3 | 53.1 | 74.9 | 7.2 | 252 | 267 |
| MOT17-07-FRCNN | 31.5 | 32.8 | 28.3 | 5 | 18 | 1,682 | 9,674 | 42.7 | 81.1 | 26.7 | 31.2 | 28.3 | 72.7 | 34.3 | 65.2 | 77.4 | 3.4 | 211 | 312 |
| MOT17-07-SDP | 44.8 | 40.1 | 32.6 | 11 | 16 | 1,044 | 8,073 | 52.2 | 89.4 | 28.6 | 37.4 | 30.1 | 73.6 | 40.5 | 69.4 | 78.3 | 2.1 | 200 | 262 |
| MOT17-08-DPM | 12.5 | 23.1 | 21.3 | 5 | 39 | 3,224 | 15,077 | 28.6 | 65.2 | 21.2 | 21.7 | 22.1 | 76.0 | 24.7 | 56.3 | 78.4 | 5.2 | 177 | 172 |
| MOT17-08-FRCNN | 21.7 | 26.3 | 24.5 | 8 | 39 | 911 | 15,543 | 26.4 | 86.0 | 29.2 | 20.8 | 31.1 | 80.2 | 22.0 | 71.5 | 82.0 | 1.5 | 96 | 112 |
| MOT17-08-SDP | 28.0 | 29.0 | 26.0 | 7 | 35 | 658 | 14,378 | 31.9 | 91.1 | 27.4 | 24.9 | 28.9 | 79.5 | 26.0 | 74.0 | 80.7 | 1.1 | 174 | 192 |
| MOT17-12-DPM | 12.0 | 34.8 | 28.9 | 12 | 37 | 2,822 | 4,716 | 45.6 | 58.3 | 30.4 | 27.8 | 31.9 | 74.7 | 36.8 | 47.1 | 77.6 | 3.1 | 87 | 75 |
| MOT17-12-FRCNN | 31.7 | 41.9 | 33.4 | 12 | 46 | 759 | 5,114 | 41.0 | 82.4 | 37.2 | 30.1 | 40.4 | 77.2 | 33.3 | 66.9 | 81.0 | 0.8 | 45 | 55 |
| MOT17-12-SDP | 35.1 | 49.2 | 38.3 | 15 | 39 | 826 | 4,729 | 45.4 | 82.7 | 44.7 | 32.9 | 46.6 | 79.8 | 36.7 | 66.7 | 81.0 | 0.9 | 66 | 66 |
| MOT17-14-DPM | 10.5 | 23.3 | 18.3 | 2 | 95 | 2,956 | 13,329 | 27.9 | 63.6 | 18.0 | 19.0 | 18.6 | 76.0 | 21.9 | 50.0 | 75.1 | 3.9 | 258 | 285 |
| MOT17-14-FRCNN | 15.8 | 30.7 | 23.5 | 4 | 78 | 3,006 | 12,270 | 33.6 | 67.4 | 24.1 | 23.8 | 25.9 | 69.2 | 27.1 | 54.3 | 73.7 | 4.0 | 278 | 439 |
| MOT17-14-SDP | 27.5 | 33.8 | 24.8 | 7 | 65 | 2,129 | 10,916 | 40.9 | 78.0 | 22.2 | 28.0 | 23.3 | 72.2 | 31.4 | 59.8 | 75.7 | 2.8 | 346 | 439 |
Raw data:
