GP-Adapter: Gaussian Process CLIP-Adapter for Few-Shot Out-of-Distribution Detection

Taisei Saito, Koretaka Ogata, Takafumi Hiroi

We propose GP-Adapter, a training-free framework that augments CLIP (Contrastive Language-Image Pre-training) with Gaussian Process (GP) uncertainty modeling for few-shot classific…