Awesome
XTrack
Official implement of XTrack(XTrack: Multimodal Training Boosts RGB-X Video Object Trackers). [Preprint].
Mixture of Modal Experts
Our Results on RGB-Depth,RGB-Event, and RGB-Thermal Datasets
SOTA Comparison
| Method | DepthTrack (F-score↑) | DepthTrack (Re↑) | DepthTrack (Pr↑) | VOT-RGBD2022 (EAO↑) | VOT-RGBD2022 (Acc.↑) | VOT-RGBD2022 (Rob.↑) | LasHeR (Pr↑) | LasHeR (Sr↑) | RGBT234 (MPR↑) | RGBT234 (MSR↑) | VisEvent (Pr↑) | VisEvent (Sr↑) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| XTrack-L | 64.8 | 64.3 | 65.4 | 74.0 | 82.8 | 88.9 | 73.1 | 58.7 | 87.8 | 65.4 | 80.5 | 63.3 |
| XTrack-B | 61.8 | 62.0 | 61.5 | 74.0 | 82.1 | 88.8 | 69.1 | 55.7 | 87.4 | 64.9 | 77.5 | 60.9 |
| UnTrack | 61.0 | 61.0 | 61.0 | 72.1 | 82.0 | 86.9 | 64.6 | 51.3 | 84.2 | 62.5 | 75.5 | 58.9 |
| SDSTrack | 61.9 | 60.9 | 61.4 | 72.8 | 81.2 | 88.3 | 66.5 | 53.1 | 84.8 | 62.5 | 76.7 | 59.7 |
| OneTracker | 60.9 | 60.4 | 60.7 | 72.7 | 81.9 | 87.2 | 67.2 | 53.8 | 85.7 | 64.2 | 76.7 | 60.8 |
| ViPT | 59.4 | 59.6 | 59.2 | 72.1 | 81.5 | 87.1 | 65.1 | 52.5 | 83.5 | 61.7 | 75.8 | 59.2 |
| ProTrack | 57.8 | 57.3 | 58.3 | 65.1 | 80.1 | 80.2 | 53.8 | 42.0 | 79.5 | 59.9 | 63.2 | 47.1 |
https://github.com/user-attachments/assets/ef2b62fa-d2db-459b-9da9-7400266a60d4