src/ndl_layout/mmdetection/configs/deformable_detr/README.md

Deformable DETR

Introduction

We provide the config files for Deformable DETR: Deformable DETR: Deformable Transformers for End-to-End Object Detection.

@inproceedings{
zhu2021deformable,
title={Deformable DETR: Deformable Transformers for End-to-End Object Detection},
author={Xizhou Zhu and Weijie Su and Lewei Lu and Bin Li and Xiaogang Wang and Jifeng Dai},
booktitle={International Conference on Learning Representations},
year={2021},
url={https://openreview.net/forum?id=gZ9hCDWe6ke}
}

Results and Models

Backbone	Model	Lr schd	box AP	Config	Download
R-50	Deformable DETR	50e	44.5	config	model | log
R-50	+ iterative bounding box refinement	50e	46.1	config	model | log
R-50	++ two-stage Deformable DETR	50e	46.8	config	model | log

NOTE

1. All models are trained with batch size 32.
2. The performance is unstable. Deformable DETR and iterative bounding box refinement may fluctuate about 0.3 mAP. two-stage Deformable DETR may fluctuate about 0.2 mAP.