Rethinking Few Shot CLIP Benchmarks: A Critical Analysis in the Inductive Setting

Alexey Kravets, Da Chen, Vinay P. Namboodiri

CLIP is a foundational model with transferable classification performance in the few-shot setting. Several methods have shown improved performance of CLIP using few-shot examples.…