Empirical study on using adapters for debiased Visual Question Answering

Jae-Won Cho, Dawit Mureja Argaw, Youngtaek Oh, Dong-Jin Kim, In So Kweon

Abstract: Highlights•We empirically study using adapters to debias visual question answering models.•A single linear layer can shift a model from in-distribution to out-of-distribution performance.•Different debiasing techniques require different placement of adapters for best performance.•Debiased adapters can be used as a diagnosis tool for future works.