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README.md

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[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/learning-spatio-temporal-transformer-for/visual-object-tracking-on-got-10k)](https://paperswithcode.com/sota/visual-object-tracking-on-got-10k?p=learning-spatio-temporal-transformer-for)
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[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/learning-spatio-temporal-transformer-for/visual-object-tracking-on-trackingnet)](https://paperswithcode.com/sota/visual-object-tracking-on-trackingnet?p=learning-spatio-temporal-transformer-for)
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The official implementation of the ICCV2021 paper [**Learning Spatio-Temporal Transformer for Visual Tracking**](https://arxiv.org/abs/2103.17154)
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The official implementation of the **ICCV2021** paper [**Learning Spatio-Temporal Transformer for Visual Tracking**](https://openaccess.thecvf.com/content/ICCV2021/papers/Yan_Learning_Spatio-Temporal_Transformer_for_Visual_Tracking_ICCV_2021_paper.pdf)
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Hiring research interns for visual transformer projects: houwen.peng@microsoft.com
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## News
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- :trophy: **We are the Winner of VOT-21 RGB-D challenge**
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- :trophy: **We won the Runner-ups in VOT-21 Real-Time and Long-term challenges**
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- We release an extremely fast version of STARK called **STARK-Lightning** :zap: . It can run at **200~300 FPS** on a RTX TITAN GPU.
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Besides, its performance can beat DiMP50, while the model size is even less than that of SiamFC!
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More details can be found at [STARK_Lightning_En.md](lib/tutorials/STARK_Lightning_En.md)/[中文教程](lib/tutorials/STARK_Lightning_Ch.md)
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![STARK_Framework](tracking/Framework.png)
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## Highlights
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STARK is implemented purely based on the PyTorch.
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## What's new
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**July 24, 2021**
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- We release an extremely fast version of STARK called **STARK-Lightning** :zap: . It can run at **200~300 FPS** on a RTX TITAN GPU.
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Besides, its performance can beat DiMP50, while the model size is even less than that of SiamFC!
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More details can be found at [STARK_Lightning_En.md](lib/tutorials/STARK_Lightning_En.md)/[中文教程](lib/tutorials/STARK_Lightning_Ch.md)
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**July 23, 2021**
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- STARK is accepted by ICCV2021
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## Install the environment
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**Option1**: Use the Anaconda
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