What is recorded here?
Represented decoder positional queries as boxes updated across layers; the DINO extension combined contrastive box denoising, mixed query initialization and gradients spanning adjacent refinement steps.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Detector 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.
Read the original work
- DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETR
- DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection
This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.
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People and systems
Shilong Liu; Feng Li; Hao Zhang; Xiao Yang; Xianbiao Qi; Hang Su; Jun Zhu; Lei Zhang; Lionel M. Ni; Heung-Yeung Shum
Source-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.
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English catalogue narrative
DAB-DETR and detector DINO: dynamic box queries and denoising refinement
Represented decoder positional queries as boxes updated across layers; the DINO extension combined contrastive box denoising, mixed query initialization and gradients spanning adjacent refinement steps.
Scientific scope
Detector 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.
Reading status
This 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.
People and systems
Shilong Liu; Feng Li; Hao Zhang; Xiao Yang; Xianbiao Qi; Hang Su; Jun Zhu; Lei Zhang; Lionel M. Ni; Heung-Yeung Shum
Source-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.