Short name:
OLFWMOT
Detector:
Public
Description:
we proposes leveraging wavelet decomposition to segregate target features of distinct frequency tiers. Features obtained from two-dimensional wavelet decomposition exhibit orthogonality and complementarity along the horizontal and vertical directions. Low-frequency components typically pertain to occluded targets, while high-frequency energy often emanates from targets undergoing occlusion, enabling discrimination between multi-layered objectives. Furthermore, advancing with local attention enhanced GRU learning mechanism for refactor features and further discriminating similar targets, increasing response energy in specific regions.
Reference:
Last submitted:
September 10, 2023 (7 months ago)
Published:
March 12, 2024 at 13:56:28 CET
Submissions:
1
Project page / code:
n/a
Open source:
No
Hardware:
1400MHz, 1 Core.
Runtime:
74.7 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 | 70.3 | 70.9 | 56.3 | 816 (34.6) | 459 (19.5) | 28,284 | 136,614 | 75.8 | 93.8 | 56.1 | 56.7 | 63.0 | 72.7 | 61.5 | 76.2 | 81.9 | 1.6 | 2,832 (0.0) | 9,093 (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 | 55.9 | 54.9 | 44.2 | 8 | 7 | 213 | 2,575 | 60.1 | 94.8 | 43.8 | 45.1 | 48.6 | 70.2 | 48.0 | 75.7 | 81.0 | 0.5 | 56 | 173 |
| MOT17-01-FRCNN | 55.9 | 54.9 | 44.2 | 8 | 7 | 213 | 2,575 | 60.1 | 94.8 | 43.8 | 45.1 | 48.6 | 70.2 | 48.0 | 75.7 | 81.0 | 0.5 | 56 | 173 |
| MOT17-01-SDP | 55.9 | 54.9 | 44.2 | 8 | 7 | 213 | 2,575 | 60.1 | 94.8 | 43.8 | 45.1 | 48.6 | 70.2 | 48.0 | 75.7 | 81.0 | 0.5 | 56 | 173 |
| MOT17-03-DPM | 87.5 | 82.3 | 65.8 | 131 | 0 | 5,373 | 7,548 | 92.8 | 94.8 | 62.1 | 69.9 | 69.4 | 75.0 | 76.2 | 77.8 | 82.6 | 3.6 | 191 | 753 |
| MOT17-03-FRCNN | 87.5 | 82.3 | 65.8 | 131 | 0 | 5,373 | 7,548 | 92.8 | 94.8 | 62.1 | 69.9 | 69.4 | 75.0 | 76.2 | 77.8 | 82.6 | 3.6 | 191 | 753 |
| MOT17-03-SDP | 87.5 | 82.3 | 65.8 | 131 | 0 | 5,373 | 7,548 | 92.8 | 94.8 | 62.1 | 69.9 | 69.4 | 75.0 | 76.2 | 77.8 | 82.6 | 3.6 | 191 | 753 |
| MOT17-06-DPM | 60.8 | 62.2 | 47.1 | 62 | 48 | 509 | 3,947 | 66.5 | 93.9 | 47.0 | 48.0 | 55.4 | 67.9 | 51.6 | 72.8 | 79.1 | 0.4 | 165 | 369 |
| MOT17-06-FRCNN | 60.8 | 62.2 | 47.1 | 62 | 48 | 509 | 3,947 | 66.5 | 93.9 | 47.0 | 48.0 | 55.4 | 67.9 | 51.6 | 72.8 | 79.1 | 0.4 | 165 | 369 |
| MOT17-06-SDP | 60.8 | 62.2 | 47.1 | 62 | 48 | 509 | 3,947 | 66.5 | 93.9 | 47.0 | 48.0 | 55.4 | 67.9 | 51.6 | 72.8 | 79.1 | 0.4 | 165 | 369 |
| MOT17-07-DPM | 53.3 | 50.7 | 41.5 | 13 | 8 | 1,331 | 6,376 | 62.3 | 88.8 | 39.0 | 44.9 | 43.4 | 63.5 | 49.8 | 71.0 | 80.6 | 2.7 | 174 | 547 |
| MOT17-07-FRCNN | 53.3 | 50.7 | 41.5 | 13 | 8 | 1,331 | 6,376 | 62.3 | 88.8 | 39.0 | 44.9 | 43.4 | 63.5 | 49.8 | 71.0 | 80.6 | 2.7 | 174 | 547 |
| MOT17-07-SDP | 53.3 | 50.7 | 41.5 | 13 | 8 | 1,331 | 6,376 | 62.3 | 88.8 | 39.0 | 44.9 | 43.4 | 63.5 | 49.8 | 71.0 | 80.6 | 2.7 | 174 | 547 |
| MOT17-08-DPM | 37.6 | 41.2 | 34.0 | 15 | 22 | 366 | 12,646 | 40.1 | 95.9 | 37.3 | 31.4 | 43.3 | 65.3 | 32.6 | 77.9 | 81.8 | 0.6 | 171 | 434 |
| MOT17-08-FRCNN | 37.6 | 41.2 | 34.0 | 15 | 22 | 366 | 12,646 | 40.1 | 95.9 | 37.3 | 31.4 | 43.3 | 65.3 | 32.6 | 77.9 | 81.8 | 0.6 | 171 | 434 |
| MOT17-08-SDP | 37.6 | 41.2 | 34.0 | 15 | 22 | 366 | 12,646 | 40.1 | 95.9 | 37.3 | 31.4 | 43.3 | 65.3 | 32.6 | 77.9 | 81.8 | 0.6 | 171 | 434 |
| MOT17-12-DPM | 57.1 | 63.5 | 50.0 | 22 | 24 | 485 | 3,206 | 63.0 | 91.8 | 52.9 | 47.6 | 63.2 | 71.0 | 51.7 | 75.3 | 82.7 | 0.5 | 29 | 162 |
| MOT17-12-FRCNN | 57.1 | 63.5 | 50.0 | 22 | 24 | 485 | 3,206 | 63.0 | 91.8 | 52.9 | 47.6 | 63.2 | 71.0 | 51.7 | 75.3 | 82.7 | 0.5 | 29 | 162 |
| MOT17-12-SDP | 57.1 | 63.5 | 50.0 | 22 | 24 | 485 | 3,206 | 63.0 | 91.8 | 52.9 | 47.6 | 63.2 | 71.0 | 51.7 | 75.3 | 82.7 | 0.5 | 29 | 162 |
| MOT17-14-DPM | 42.9 | 55.8 | 38.1 | 21 | 44 | 1,151 | 9,240 | 50.0 | 88.9 | 42.3 | 34.8 | 45.8 | 71.2 | 38.0 | 67.6 | 78.4 | 1.5 | 158 | 593 |
| MOT17-14-FRCNN | 42.9 | 55.8 | 38.1 | 21 | 44 | 1,151 | 9,240 | 50.0 | 88.9 | 42.3 | 34.8 | 45.8 | 71.2 | 38.0 | 67.6 | 78.4 | 1.5 | 158 | 593 |
| MOT17-14-SDP | 42.9 | 55.8 | 38.1 | 21 | 44 | 1,151 | 9,240 | 50.0 | 88.9 | 42.3 | 34.8 | 45.8 | 71.2 | 38.0 | 67.6 | 78.4 | 1.5 | 158 | 593 |
Raw data: