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.
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).
Results on Deformable DETR
Results on DINO and H-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}
}