Yulu Li

Vocabulary Scaling Law: Tuning Open-vocabulary Predictors for Their Openness

Open-vocabulary learning on CLIP provides remarkable generalization on diverse concepts, however, falters under the realistic streaming open-world evaluations for Stability against distractor classes and Extensibility to novel classes. Current fine-tuning methods often fail these tests since they ar