Efficient Few-Shot Adaptation of Vision-Language Models Using a Surprisingly Strong Linear Probe (LP++)

A generalized linear probe (LP++) that efficiently adapts vision-language models like CLIP to few-shot classification tasks, outperforming recent prompt learning and adapter-based methods while being computationally efficient.