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COVD: Continual Open-Vocabulary Object Detection with Novel Concept Injection

COVD enables continual open-vocabulary detection via novel concept injection, and NoIn-Det freezes visual encoders to align text representations with new concepts without extra parameters, outperforming existing continual methods on Novel-114.

Yupeng Zhang, Ruize Han, Yuzhong Feng, Zixin Ren and 2 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5