AAAI 2026technical0 citations

Integrating Diverse Assignment Strategies into DETRs

Yiwei Zhang, Jin Gao, Hanshi Wang, Fudong Ge, Guan Luo, Weiming Hu, Zhipeng Zhang

Abstract

Label assignment is a critical component in object detectors, particularly within DETR-style frameworks where the one-to-one matching strategy, despite its end-to-end elegance, suffers from slow convergence due to sparse supervision. While recent works have explored one-to-many assignments to enrich supervisory signals, they often introduce complex, architecture-specific modifications and typically focus on a single auxiliary strategy, lacking a unified and scalable design. In this paper, we first systematically investigate the effects of ``one-to-many

BibTeX
@inproceedings{aaai2026_integratingdiver,
  title = {Integrating Diverse Assignment Strategies into DETRs},
  author = {Yiwei Zhang and Jin Gao and Hanshi Wang and Fudong Ge and Guan Luo and Weiming Hu and Zhipeng Zhang},
  booktitle = {AAAI 2026},
  year = {2026}
}