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Code of ICLR2023 paper "TaskPrompter: Spatial-Channel Multi-Task Prompting for Dense Scene Understanding" and ECCV2022 paper "Inverted Pyramid Multi-task Transformer for Dense Scene Understanding"

License: MIT License

Shell 5.38% C++ 0.95% Python 91.53% Cuda 2.14%

multi-task-transformer's Introduction

PWC PWC Python 3.7

๐Ÿ”ฅ [ICLR2023, ECCV2022] Powerful Multi-Task Transformers for Scene Understanding

๐Ÿ“œ Introduction

This repository provides codes and models for two powerful multi-task transformer models for scene understanding. Please check the following pages for details:

Hanrong Ye and Dan Xu, TaskPrompter: Spatial-Channel Multi-Task Prompting for Dense Scene Understanding. ICLR 2023

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Hanrong Ye and Dan Xu, Inverted Pyramid Multi-task Transformer for Dense Scene Understanding. ECCV 2022

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Cite

BibTex:

@InProceedings{invpt2022,
  title={Inverted Pyramid Multi-task Transformer for Dense Scene Understanding},
  author={Ye, Hanrong and Xu, Dan},
  booktitle={ECCV},
  year={2022}
}
@InProceedings{taskprompter2023,
  title={TaskPrompter: Spatial-Channel Multi-Task Prompting for Dense Scene Understanding},
  author={Ye, Hanrong and Xu, Dan},
  booktitle={ICLR},
  year={2023}
}
@article{ye2023invpt++,
  title={InvPT++: Inverted Pyramid Multi-Task Transformer for Visual Scene Understanding},
  author={Ye, Hanrong and Xu, Dan},
  journal={arXiv preprint arXiv:2306.04842},
  year={2023}
}

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Contact

Please contact Hanrong Ye if any questions.

Related Project

Few-show learning of multiple tasks: Visual Token Matching (ICLR 2023 Outstanding Paper Award)

multi-task-transformer's People

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