Short name:
NvMOT_DS2305
Detector:
Private
Description:
Real-time multi-object tracker offered in DeepStream SDK 6.3 by NVIDIA
Reference:
NVIDIA. DeepStream SDK 6.3. In NVIDIA, 2023.
Last submitted:
May 09, 2023 (11 months ago)
Published:
May 11, 2023 at 23:26:38 CET
Submissions:
2
Project page / code:
Open source:
No
Hardware:
H100
Runtime:
1,108.4 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 | 82.7 | 79.2 | 65.0 | 1,440 (61.1) | 264 (11.2) | 27,117 | 68,454 | 87.9 | 94.8 | 63.9 | 66.4 | 68.3 | 80.0 | 72.3 | 78.1 | 82.9 | 1.5 | 1,773 (0.0) | 2,922 (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 | 75.1 | 77.4 | 60.8 | 15 | 2 | 225 | 1,369 | 78.8 | 95.8 | 62.5 | 59.5 | 68.0 | 79.3 | 63.8 | 77.6 | 81.5 | 0.5 | 13 | 29 |
| MOT17-01-FRCNN | 75.1 | 77.4 | 60.8 | 15 | 2 | 225 | 1,369 | 78.8 | 95.8 | 62.5 | 59.5 | 68.0 | 79.3 | 63.8 | 77.6 | 81.5 | 0.5 | 13 | 29 |
| MOT17-01-SDP | 75.1 | 77.4 | 60.8 | 15 | 2 | 225 | 1,369 | 78.8 | 95.8 | 62.5 | 59.5 | 68.0 | 79.3 | 63.8 | 77.6 | 81.5 | 0.5 | 13 | 29 |
| MOT17-03-DPM | 93.8 | 89.9 | 73.0 | 144 | 0 | 3,417 | 3,073 | 97.1 | 96.7 | 72.0 | 74.3 | 75.9 | 82.4 | 79.9 | 79.6 | 83.0 | 2.3 | 52 | 230 |
| MOT17-03-FRCNN | 93.8 | 89.9 | 73.0 | 144 | 0 | 3,417 | 3,073 | 97.1 | 96.7 | 72.0 | 74.3 | 75.9 | 82.4 | 79.9 | 79.6 | 83.0 | 2.3 | 52 | 230 |
| MOT17-03-SDP | 93.8 | 89.9 | 73.0 | 144 | 0 | 3,417 | 3,073 | 97.1 | 96.7 | 72.0 | 74.3 | 75.9 | 82.4 | 79.9 | 79.6 | 83.0 | 2.3 | 52 | 230 |
| MOT17-06-DPM | 65.8 | 68.7 | 56.1 | 119 | 41 | 1,131 | 2,779 | 76.4 | 88.8 | 56.4 | 56.2 | 63.9 | 77.4 | 63.6 | 73.9 | 83.5 | 0.9 | 119 | 147 |
| MOT17-06-FRCNN | 65.8 | 68.7 | 56.1 | 119 | 41 | 1,131 | 2,779 | 76.4 | 88.8 | 56.4 | 56.2 | 63.9 | 77.4 | 63.6 | 73.9 | 83.5 | 0.9 | 119 | 147 |
| MOT17-06-SDP | 65.8 | 68.7 | 56.1 | 119 | 41 | 1,131 | 2,779 | 76.4 | 88.8 | 56.4 | 56.2 | 63.9 | 77.4 | 63.6 | 73.9 | 83.5 | 0.9 | 119 | 147 |
| MOT17-07-DPM | 74.5 | 58.4 | 50.5 | 31 | 6 | 563 | 3,656 | 78.4 | 95.9 | 42.2 | 60.6 | 45.5 | 75.0 | 65.0 | 79.5 | 83.4 | 1.1 | 89 | 138 |
| MOT17-07-FRCNN | 74.5 | 58.4 | 50.5 | 31 | 6 | 563 | 3,656 | 78.4 | 95.9 | 42.2 | 60.6 | 45.5 | 75.0 | 65.0 | 79.5 | 83.4 | 1.1 | 89 | 138 |
| MOT17-07-SDP | 74.5 | 58.4 | 50.5 | 31 | 6 | 563 | 3,656 | 78.4 | 95.9 | 42.2 | 60.6 | 45.5 | 75.0 | 65.0 | 79.5 | 83.4 | 1.1 | 89 | 138 |
| MOT17-08-DPM | 66.5 | 51.1 | 46.4 | 40 | 6 | 1,604 | 5,274 | 75.0 | 90.8 | 39.5 | 55.8 | 44.3 | 72.3 | 62.0 | 75.0 | 82.5 | 2.6 | 199 | 226 |
| MOT17-08-FRCNN | 66.5 | 51.1 | 46.4 | 40 | 6 | 1,604 | 5,274 | 75.0 | 90.8 | 39.5 | 55.8 | 44.3 | 72.3 | 62.0 | 75.0 | 82.5 | 2.6 | 199 | 226 |
| MOT17-08-SDP | 66.5 | 51.1 | 46.4 | 40 | 6 | 1,604 | 5,274 | 75.0 | 90.8 | 39.5 | 55.8 | 44.3 | 72.3 | 62.0 | 75.0 | 82.5 | 2.6 | 199 | 226 |
| MOT17-12-DPM | 72.4 | 76.8 | 63.6 | 50 | 18 | 357 | 2,007 | 76.8 | 94.9 | 66.2 | 61.3 | 71.5 | 82.3 | 65.9 | 81.4 | 85.6 | 0.4 | 30 | 50 |
| MOT17-12-FRCNN | 72.4 | 76.8 | 63.6 | 50 | 18 | 357 | 2,007 | 76.8 | 94.9 | 66.2 | 61.3 | 71.5 | 82.3 | 65.9 | 81.4 | 85.6 | 0.4 | 30 | 50 |
| MOT17-12-SDP | 72.4 | 76.8 | 63.6 | 50 | 18 | 357 | 2,007 | 76.8 | 94.9 | 66.2 | 61.3 | 71.5 | 82.3 | 65.9 | 81.4 | 85.6 | 0.4 | 30 | 50 |
| MOT17-14-DPM | 64.9 | 72.0 | 54.1 | 81 | 15 | 1,742 | 4,660 | 74.8 | 88.8 | 55.8 | 52.8 | 61.2 | 75.1 | 59.8 | 71.1 | 81.1 | 2.3 | 89 | 154 |
| MOT17-14-FRCNN | 64.9 | 72.0 | 54.1 | 81 | 15 | 1,742 | 4,660 | 74.8 | 88.8 | 55.8 | 52.8 | 61.2 | 75.1 | 59.8 | 71.1 | 81.1 | 2.3 | 89 | 154 |
| MOT17-14-SDP | 64.9 | 72.0 | 54.1 | 81 | 15 | 1,742 | 4,660 | 74.8 | 88.8 | 55.8 | 52.8 | 61.2 | 75.1 | 59.8 | 71.1 | 81.1 | 2.3 | 89 | 154 |
Raw data: