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lite-detr's Introduction

Lite-DETR

This is the official implementation of the paper "Lite DETR : An Interleaved Multi-Scale Encoder for Efficient DETR". Accepted to CVPR 2023.

Code will be released soon.

Key Features

Efficient encoder design to reduce computational cost

  • Simple. Dozens of lines code change (if not consider pluggable key-aware attention).
  • Effective. Reduce encoder cost by 50% while preserve most of the orignal performance.
  • General. Validated on a series of DETR models (Deformable DETR, H-DETR, DINO).

hero_figure

Model Framework

hero_figure

Results

Results on Deformable DETR hero_figure Results on DINO and H-DETR hero_figure

Citing Lite DETR

If you find our work helpful for your research, please consider citing the following BibTeX entry.

@article{li2023lite,
  title={Lite DETR: An Interleaved Multi-Scale Encoder for Efficient DETR},
  author={Li, Feng and Zeng, Ailing and Liu, Shilong and Zhang, Hao and Li, Hongyang and Zhang, Lei and Ni, Lionel M},
  journal={arXiv preprint arXiv:2303.07335},
  year={2023}
}

lite-detr's People

Contributors

fengli-ust avatar ideacvr avatar

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