Carion and colleagues: DETR set-prediction object detection

What changed

Recast object detection as direct set prediction using a transformer and bipartite matching, reducing hand-designed detection components.

Scientific scope

Recast object detection as direct set prediction using a transformer and bipartite matching, reducing hand-designed detection components. Scope limitation: DETR's reported accuracy and runtime comparisons are for the specified COCO setup; it does not replace every later detector.

Evidence

The retained primary-source abstract, bibliographic record and stated review scope support this provisional assessment. No independent experimental replication by WRS is claimed. DETR's reported accuracy and runtime comparisons are for the specified COCO setup; it does not replace every later detector.

Contributors

• The named authors listed in the linked research record · SCIENCE: Complete source byline retained in the research record; human research direction, method development and evaluation. Individual labor shares are not measured.

• Carion and colleagues: DETR set-prediction object detection — original paper
• Carion and colleagues: DETR set-prediction object detection — official research page

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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