HAM_SADF17: Historical Appearance Matching and Scene Adaptive Detection Filtering
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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.
Benchmark:
MOT17 |
Short name:
HAM_SADF17
Detector:
Public
Description:
https://github.com/yyc9268/Deep-TAMA
Reference:
Y. Yoon, A. Boragule, Y. Song, K. Yoon, M. Jeon. Online Multi-Object Tracking with Historical Appearance Matching and Scene Adaptive Detection Filtering. In IEEE AVSS, 2018.
Last submitted:
September 07, 2018 (5 years ago)
Published:
September 07, 2018 at 10:21:48 CET
Submissions:
1
Project page / code:
Open source:
Yes
Hardware:
3.7 GHZ, 1 Core, TITAN X
Runtime:
5.0 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 | 48.3 | 51.1 | 40.3 | 402 (17.1) | 981 (41.7) | 20,967 | 269,038 | 52.3 | 93.4 | 41.5 | 39.3 | 44.4 | 75.8 | 41.7 | 74.5 | 80.2 | 1.2 | 1,871 (35.8) | 3,020 (57.7) |
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 | 28.9 | 35.8 | 26.7 | 4 | 12 | 123 | 4,441 | 31.1 | 94.2 | 31.8 | 22.5 | 33.9 | 69.2 | 23.3 | 70.5 | 77.3 | 0.3 | 20 | 20 |
| MOT17-01-FRCNN | 31.6 | 42.5 | 37.5 | 7 | 10 | 1,151 | 3,238 | 49.8 | 73.6 | 41.2 | 34.3 | 43.6 | 77.9 | 40.6 | 60.1 | 79.1 | 2.6 | 21 | 39 |
| MOT17-01-SDP | 44.4 | 52.7 | 40.8 | 7 | 4 | 1,096 | 2,449 | 62.0 | 78.5 | 41.9 | 40.2 | 44.3 | 74.7 | 48.0 | 60.8 | 78.4 | 2.4 | 38 | 65 |
| MOT17-03-DPM | 47.0 | 47.5 | 36.0 | 25 | 37 | 4,210 | 51,118 | 51.2 | 92.7 | 34.1 | 38.2 | 35.2 | 78.4 | 40.5 | 73.5 | 79.7 | 2.8 | 201 | 275 |
| MOT17-03-FRCNN | 58.0 | 55.9 | 43.3 | 34 | 26 | 1,274 | 42,496 | 59.4 | 98.0 | 41.5 | 45.7 | 43.8 | 78.0 | 47.6 | 78.6 | 81.1 | 0.8 | 190 | 277 |
| MOT17-03-SDP | 75.9 | 67.3 | 53.7 | 76 | 13 | 1,342 | 23,645 | 77.4 | 98.4 | 49.3 | 58.9 | 53.0 | 74.4 | 61.9 | 78.7 | 81.2 | 0.9 | 200 | 459 |
| MOT17-06-DPM | 37.8 | 49.5 | 37.0 | 20 | 134 | 346 | 6,933 | 41.2 | 93.3 | 45.7 | 30.3 | 51.3 | 71.6 | 31.7 | 71.8 | 77.9 | 0.3 | 54 | 92 |
| MOT17-06-FRCNN | 48.7 | 58.4 | 44.9 | 44 | 83 | 756 | 5,215 | 55.7 | 89.7 | 48.3 | 42.0 | 54.3 | 71.7 | 45.3 | 72.9 | 80.0 | 0.6 | 80 | 156 |
| MOT17-06-SDP | 53.7 | 58.9 | 46.2 | 73 | 71 | 1,088 | 4,243 | 64.0 | 87.4 | 47.5 | 45.2 | 56.0 | 66.3 | 50.3 | 68.7 | 78.6 | 0.9 | 124 | 189 |
| MOT17-07-DPM | 30.9 | 38.9 | 29.1 | 4 | 33 | 645 | 10,969 | 35.1 | 90.2 | 33.4 | 25.6 | 35.8 | 70.3 | 26.9 | 69.2 | 77.4 | 1.3 | 64 | 121 |
| MOT17-07-FRCNN | 33.2 | 39.6 | 30.9 | 3 | 20 | 1,104 | 10,083 | 40.3 | 86.1 | 32.9 | 29.7 | 35.4 | 71.2 | 31.9 | 68.0 | 77.6 | 2.2 | 105 | 216 |
| MOT17-07-SDP | 46.1 | 45.5 | 36.1 | 13 | 18 | 910 | 8,102 | 52.0 | 90.6 | 34.4 | 38.3 | 36.6 | 72.1 | 41.1 | 71.6 | 79.2 | 1.8 | 100 | 196 |
| MOT17-08-DPM | 23.4 | 28.3 | 24.9 | 7 | 43 | 489 | 15,629 | 26.0 | 91.8 | 29.5 | 21.1 | 30.9 | 78.3 | 21.8 | 77.0 | 82.8 | 0.8 | 64 | 49 |
| MOT17-08-FRCNN | 22.9 | 29.5 | 27.1 | 7 | 41 | 530 | 15,705 | 25.7 | 91.1 | 36.1 | 20.4 | 38.1 | 81.2 | 21.2 | 75.4 | 82.9 | 0.8 | 52 | 63 |
| MOT17-08-SDP | 32.1 | 36.6 | 32.6 | 11 | 35 | 481 | 13,769 | 34.8 | 93.9 | 38.6 | 27.7 | 40.9 | 78.5 | 28.8 | 77.6 | 82.1 | 0.8 | 98 | 118 |
| MOT17-12-DPM | 38.5 | 49.0 | 37.1 | 9 | 53 | 219 | 5,081 | 41.4 | 94.2 | 43.7 | 31.5 | 45.5 | 78.9 | 32.9 | 75.0 | 80.4 | 0.2 | 30 | 30 |
| MOT17-12-FRCNN | 37.6 | 50.7 | 38.6 | 13 | 48 | 325 | 5,057 | 41.7 | 91.7 | 46.7 | 31.9 | 49.0 | 80.1 | 33.8 | 74.4 | 81.2 | 0.4 | 23 | 25 |
| MOT17-12-SDP | 41.8 | 55.3 | 44.0 | 21 | 44 | 708 | 4,301 | 50.4 | 86.0 | 52.5 | 36.9 | 56.2 | 77.4 | 40.8 | 69.8 | 81.4 | 0.8 | 38 | 42 |
| MOT17-14-DPM | 21.2 | 33.7 | 25.1 | 6 | 105 | 588 | 13,932 | 24.6 | 88.6 | 34.0 | 18.6 | 35.3 | 75.6 | 19.4 | 69.6 | 78.4 | 0.8 | 38 | 50 |
| MOT17-14-FRCNN | 20.9 | 34.4 | 26.5 | 7 | 85 | 2,030 | 12,412 | 32.8 | 74.9 | 30.0 | 24.0 | 33.2 | 64.5 | 26.3 | 59.9 | 75.0 | 2.7 | 170 | 280 |
| MOT17-14-SDP | 35.4 | 47.1 | 33.5 | 11 | 66 | 1,552 | 10,220 | 44.7 | 84.2 | 36.3 | 31.3 | 39.1 | 70.5 | 34.4 | 64.7 | 76.9 | 2.1 | 161 | 258 |
Raw data:
