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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.