In this paper, we highlight the potential of combining retrieving and ranking with multi-modal large language models to revolutionize perception tasks such as fine-grained recognition, zero-shot image recognition, and few-shot object recognition.

In this paper, we highlight the potential of combining retrieving and ranking with multi-modal large language models to revolutionize perception tasks such as fine-grained recognition, zero-shot image recognition, and few-shot object recognition.