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      "statement": "# DAB-DETR and detector DINO: dynamic box queries and denoising refinement\n\nRepresented decoder positional queries as boxes updated across layers; the DINO extension combined contrastive box denoising, mixed query initialization and gradients spanning adjacent refinement steps.\n\n## Scientific scope\n\nDetector DINO is unrelated to self-supervised visual DINO. Inherits DETR, Deformable DETR and DN-DETR training; DINO's contrastive denoising is a specific extension, not invention of all denoising. DAB's star is an internship marker; DINO's first three are equal contributors in random order.\n\n## Reading status\n\nThis is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.\n\n## People and systems\n\nShilong Liu; Feng Li; Hao Zhang; Xiao Yang; Xianbiao Qi; Hang Su; Jun Zhu; Lei Zhang; Lionel M. Ni; Heung-Yeung Shum\n\nSource-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.\n\n\n\n## Original sources\n\n- [DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETR](https://arxiv.org/abs/2201.12329v1)\n- [DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection](https://arxiv.org/abs/2203.03605v1)\n",
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