Stable-DINO

library paper
IDEA Lab
Detection Transformer with Stable Matching. Addresses multi-optimization path problem in DETR caused by one-to-one matching instability. Proposes position-supervised loss and position-modulated cost. Achieves 50.4 AP with ResNet-50 in 12 epochs and 64.8 AP on COCO test-dev with FocalNet-Huge.
Paper (arXiv)GitHub

Outputs 2

Stable-DINO

library

Official implementation of Stable-DINO on detrex. Requires only a few lines of code change over DINO with nearly no extra computational cost.

GitHub

GitHub Repository

Detection Transformer with Stable Matching

paper

Proposes position-supervised loss and position-modulated cost for stable matching in Detection Transformers.

Paper (arXiv)

arXiv: 2304.04742

Venue: ICCV 2023

visionopen-source