Vision Language Model, Knowledge Graph, Generative Model.
different methods, including Zero-shot CLIP, CLIP-Adapter, TaskRes, and their proposed GraphAdapter, has been shown in the image below. It shows how GraphAdapter consistently outperforms the baseline methods across different numbers of shots, underscoring the effectiveness of integrating dual