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README.md

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The official implementation of the paper **Learning Spatio-Temporal Transformer for Visual Tracking**
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![STARK_Framework](tracking/Framework.png)
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## Highlights
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### The best performances on many short-term and long-term benchmarks
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<table>
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<tr>
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<td>Tracker</td>
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<td>LaSOT</td>
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<td>GOT-10K</td>
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<td>TrackingNet</td>
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<td>VOT2020-LT</td>
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</tr>
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<tr>
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<th>STARK</th>
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<th>67.1</th>
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<th>68.8</th>
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<th>82.0</th>
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<th>70.2</th>
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</tr>
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</table>
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### The strongest performances
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| Tracker | LaSOT (AUC)| GOT-10K (AO)| TrackingNet (AUC)|
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|---|---|---|---|
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|**STARK**|**67.1**|**68.8**|**82.0**|
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|TransT|64.9|67.1|81.4|
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|TrDiMP|63.7|67.1|78.4|
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|Siam R-CNN|64.8|64.9|81.2|
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### Real-Time Speed
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STARK-ST50 and STARK-ST101 run at **40FPS** and **30FPS** respectively on a Tesla V100 GPU.

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