Multi-Object Tracking on TAO
47.2TETAGLEE-Pro
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GLEE-ProBackbone=EVA-02 Large, Zero-shot evaluation=true, Video-free training=true, Inference resolution=high2023.12 | 47.2 | 66.2 | 46.2 | 29.1 | |
| Ours-DeticSupervision=Self-supervised, Domain=Zero-shot, Detection Observations=original2024.06 | 46.3 | 65.8 | 44.1 | 28.9 | |
| GLEE-PlusBackbone=Swin-Large, Zero-shot evaluation=true, Video-free training=true2023.12 | 41.5 | 52.9 | 40.9 | 30.8 | |
| GLEE-LiteBackbone=ResNet-50, Zero-shot evaluation=true, Video-free training=true2023.12 | 40.1 | 56.3 | 39.9 | 24.1 | |
| Ours-Grounding-DINOSupervision=Self-supervised, Domain=Zero-shot, Detection Observations=provided2024.06 | 34.9 | 51.8 | 37.6 | 15.4 | |
| OVTrackZero-shot evaluation=true, Video-free training=true2023.12 | 34.7 | 49.3 | 36.7 | 18.1 | |
| Ours-DeticSupervision=Self-supervised, Domain=Zero-shot, Detection Observations=provided2024.06 | 34.7 | 51.9 | 36.4 | 15.8 | |
| TETerSupervision=Fully-supervised, Domain=In-domain, Detection Observations=provided2024.06 | 34.6 | 52.1 | 36.7 | 15 | |
| Ours-SAM-BSupervision=Self-supervised, Domain=Zero-shot, Detection Observations=provided2024.06 | 34.5 | 51.8 | 36.6 | 15.1 | |
| Ours-SAM-HSupervision=Self-supervised, Domain=Zero-shot, Detection Observations=provided2024.06 | 34.5 | 51.8 | 36.4 | 15.4 | |
| TETerZero-shot evaluation=true2023.12 | 33.3 | 51.6 | 35 | 13.2 | |
| UNINEXTBackbone=ResNet-50, Zero-shot evaluation=true2023.12 | 31.9 | 43.3 | 35.5 | 17.1 | |
| QDTrackZero-shot evaluation=true2023.12 | 30 | 50.5 | 27.4 | 12.1 | |
| QDTrackSupervision=Fully-supervised, Domain=In-domain2024.06 | 30 | 50.5 | 27.4 | 12.1 | |
| Tracktor++Zero-shot evaluation=true2023.12 | 28 | 49 | 22.8 | 12.1 | |
| Tracktor++Supervision=Fully-supervised, Domain=In-domain2024.06 | 28 | 49 | 22.8 | 12.1 | |
| DeepSORTZero-shot evaluation=true2023.12 | 26 | 48.4 | 17.5 | 12.1 | |
| DeepSORTSupervision=Fully-supervised, Domain=In-domain2024.06 | 26 | 48.4 | 17.5 | 12.1 | |
| AOASupervision=Fully-supervised, Domain=In-domain2024.06 | 25.3 | 23.4 | 30.6 | 21.9 | |
| SORTSupervision=Fully-supervised, Domain=In-domain2024.06 | 24.9 | 48.1 | 14.3 | 12.1 | |
| TracktorZero-shot evaluation=true2023.12 | 24.2 | 47.4 | 13 | 12.1 | |
| TracktorSupervision=Fully-supervised, Domain=In-domain2024.06 | 24.2 | 47.4 | 13 | 12.1 |