| Paper | Code | Success Rate | ModelName | ReleaseDate |
|---|---|---|---|---|
| Improving Visual Object Tracking through Visual Prompting | ✓ Link | 62.2 | PiVOT-L | 2024-09-27 |
| Unifying Visual and Vision-Language Tracking via Contrastive Learning | ✓ Link | 57.8 | UVLTrack-L | 2024-01-20 |
| UniSOT: A Unified Framework for Multi-Modality Single Object Tracking | 57.8 | UniSOT-L | 2025-11-03 | |
| UniSOT: A Unified Framework for Multi-Modality Single Object Tracking | 56.5 | UniSOT-B | 2025-11-03 | |
| MixFormer: End-to-End Tracking with Iterative Mixed Attention | ✓ Link | 56.0 | MixFormerL-22k | 2022-03-21 |
| Generalized Relation Modeling for Transformer Tracking | ✓ Link | 54.5 | GRM | 2023-03-29 |
| Transforming Model Prediction for Tracking | ✓ Link | 52.5 | ToMP | 2022-03-21 |
| Learning Spatio-Temporal Transformer for Visual Tracking | ✓ Link | 50.50 | STARK-ST-101 | 2021-03-31 |
| Transformer Tracking | ✓ Link | 49.03 | TransT | 2021-03-29 |