MOTDT: Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-identification
Video not available.
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:
MOT16 |
Short name:
MOTDT
Detector:
Public
Description:
Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-Identification
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:
October 30, 2017 (7 years ago)
Published:
July 06, 2018 at 09:12:13 CET
Submissions:
2
Project page / code:
Open source:
Yes
Hardware:
GTX 1080, 2.3 GHz, 1 Core
Runtime:
20.6 Hz
Benchmark performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16 | 47.6 | 50.9 | 38.4 | 115 (15.2) | 291 (38.3) | 9,253 | 85,431 | 53.1 | 91.3 | 38.3 | 38.8 | 41.9 | 68.6 | 41.5 | 71.3 | 78.3 | 1.6 | 792 (14.9) | 1,858 (35.0) |
Detailed performance:
| Sequence | MOTA | IDF1 | HOTA | MT | ML | FP | FN | Rcll | Prcn | AssA | DetA | AssRe | AssPr | DetRe | DetPr | LocA | FAF | ID Sw. | Frag |
| MOT16-01 | 40.1 | 42.8 | 33.3 | 4 | 7 | 229 | 3,564 | 44.3 | 92.5 | 35.2 | 31.6 | 38.1 | 69.7 | 33.1 | 69.3 | 75.8 | 0.5 | 35 | 77 |
| MOT16-03 | 55.4 | 54.7 | 41.1 | 39 | 23 | 5,288 | 40,937 | 60.8 | 92.3 | 38.5 | 44.3 | 41.9 | 66.9 | 47.4 | 71.9 | 78.2 | 3.5 | 361 | 848 |
| MOT16-06 | 45.1 | 51.3 | 38.4 | 34 | 98 | 587 | 5,667 | 50.9 | 90.9 | 41.0 | 36.5 | 52.3 | 59.4 | 39.0 | 69.7 | 77.5 | 0.5 | 82 | 219 |
| MOT16-07 | 44.1 | 48.6 | 35.5 | 6 | 16 | 644 | 8,374 | 48.7 | 92.5 | 35.7 | 35.6 | 38.1 | 72.7 | 37.5 | 71.2 | 77.4 | 1.3 | 101 | 263 |
| MOT16-08 | 34.6 | 39.5 | 33.2 | 10 | 23 | 669 | 10,173 | 39.2 | 90.8 | 35.9 | 30.8 | 37.5 | 77.3 | 32.4 | 75.0 | 81.4 | 1.1 | 104 | 143 |
| MOT16-12 | 38.9 | 51.7 | 39.2 | 12 | 35 | 768 | 4,262 | 48.6 | 84.0 | 44.6 | 34.6 | 47.5 | 75.1 | 38.5 | 66.5 | 79.4 | 0.9 | 35 | 76 |
| MOT16-14 | 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 |
Raw data:
