AWhat changed
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
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. 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.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. 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.
Contributors
- Source-listed authors and technical contributors · SCIENCE: 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.
- DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETR
- DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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