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Impact of Selective Mechanism for Feature Extraction
Mike edited this page Sep 21, 2024
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Impact of Selective Mechanism for Feature Extraction on StrongSORT Performance
| Configuration | HOTA | MOTA | IDF1 | IDSW | AssA | DetA |
|---|---|---|---|---|---|---|
| StrongSORT | 68.329 | 76.348 | 81.206 | 260 | 71.900 | 65.438 |
| Fast-StrongSORT (iou_threshold=0.0) | 68.132 | 76.361 | 80.924 | 259 | 71.489 | 65.440 |
| Fast-StrongSORT (iou_threshold=0.1) | 68.309 | 76.391 | 80.975 | 267 | 71.822 | 65.473 |
| Fast-StrongSORT (iou_threshold=0.2) | 68.252 | 76.411 | 81.029 | 267 | 71.653 | 65.512 |
| Fast-StrongSORT (iou_threshold=0.3) | 67.981 | 76.463 | 81.071 | 241 | 71.157 | 65.453 |
| Fast-StrongSORT (iou_threshold=0.4) | 68.249 | 76.656 | 80.856 | 171 | 71.636 | 65.536 |
| Fast-StrongSORT (iou_threshold=0.5) | 67.741 | 76.617 | 79.996 | 203 | 70.560 | 65.550 |
Impact of Selective Mechanism for Feature Extraction on StrongSORT Tracking Efficiency.
| Configuration | FPS (osnet_x1 GTX1650) | FPS (mobilenetv2_x1_0 GTX1650) | FPS (osnet_x0_25 CPU) | FPS (osnet_x1 T4) |
|---|---|---|---|---|
| StrongSORT | 4.85 | 5.09 | 1.33 | 5.80 |
| Fast-StrongSORT (iou_threshold=0.0) | 5.23 | 5.33 | 1.68 | 6.67 |
| Fast-StrongSORT (iou_threshold=0.1) | 5.59 | 5.57 | 2.02 | 7.22 |
| Fast-StrongSORT (iou_threshold=0.2) | 5.97 | 5.86 | 2.48 | 7.71 |
| Fast-StrongSORT (iou_threshold=0.3) | 6.42 | 6.11 | 2.94 | 8.32 |
| Fast-StrongSORT (iou_threshold=0.4) | 6.84 | 6.34 | 3.64 | 8.80 |
| Fast-StrongSORT (iou_threshold=0.5) | 7.23 | 6.57 | 4.51 | 9.22 |
All results provided by @emirhanbayar