A plug-and-play, training-free module that adapts the test-time class vocabulary to each image, giving small but consistent open-vocabulary detection gains.
Inspired by our Ora- cle results—where removing distracting classes yields large gains—we introduce V ocAda, aplug-and-playmodule foroff- the-shelfOvOD detectors
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Test-time Vocabulary Adaptation for Language-driven Object Detection
A plug-and-play, training-free module that adapts the test-time class vocabulary to each image, giving small but consistent open-vocabulary detection gains.