Confidence Scores in Open-Vocabulary Detection Are a Biased Mixture of Scale and Semantics

Yi Tang Soon, Jun-Wei Hsieh

Foundation models such as CLIP have enabled open-vocabulary object detectors that generalise to novel categories via vision-language similarity. However, the confidence scores thes…