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Transformer Tracking

This repository is a paper digest of Transformer-related approaches in visual tracking tasks. Currently, tasks in this repository include Unified Tracking (UT), Single Object Tracking (SOT) and 3D Single Object Tracking (3DSOT). Note that some trackers involving a Non-Local attention mechanism are also collected. Papers are listed in alphabetical order of the first character.

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[!NOTE] I find it hard to trace all tasks that are related to tracking, including Video Object Segmentation (VOS), Multiple Object Tracking (MOT), Video Instance Segmentation (VIS), Video Object Detection (VOD) and Object Re-Identification (ReID). Hence, I discard all other tracking tasks in a previous update. If you are interested, you can find plenty of collections in this archived version. Besides, the most recent trend shows that different tracking tasks are coming to the same avenue.

:star2:Recommendation

Game Over???

State-of-the-Art Transformer Tracker:two_hearts::two_hearts::two_hearts:

Up-to-Date Benchmark Results:rocket::rocket::rocket:

Helpful Learning Resource for Tracking:thumbsup::thumbsup::thumbsup:

Recent Trends:fire::fire::fire:

:bookmark:Unified Tracking (UT)

CVPR 2024

CVPR 2023

ICCV 2023

Preprint 2023

CVPR 2022

ECCV 2022

:bookmark:Single Object Tracking (SOT)

AAAI 2025

CVPR 2024

ECCV 2024

NeurIPS 2024

AAAI 2024

ICML 2024

IJCAI 2024

MM 2024

WACV 2024

ICRA 2024

IROS 2024

Preprint 2024

CVPR 2023

NeurIPS 2023

ICCV 2023

AAAI 2023

MM 2023

MMAsia 2023

MICCAI 2023

WACV 2023

BMVC 2023

ICRA 2023

IROS 2023

ICASSP 2023

Preprint 2023

CVPR 2022

NeurIPS 2022

ECCV 2022

AAAI 2022

IJCAI 2022

MICCAI 2022

WACV 2022

ICRA 2022

ACCV 2022

IROS 2022

Preprint 2022

CVPR 2021

ICCV 2021

BMVC 2021

Preprint 2021

CVPR 2020

ICPR 2020

:bookmark:3D Single Object Tracking (3DSOT)

ECCV 2024

ICLR 2024

AAAI 2024

ICRA 2024

Preprint 2024

CVPR 2023

ICCV 2023

AAAI 2023

IJCAI 2023

IROS 2023

Preprint 2023

CVPR 2022

ECCV 2022

Preprint 2022

BMVC 2021

IROS 2021