Fantastic Features and Where to Find Them: A Probing Method to Combine Features from Multiple Foundation Models ↗
ComBo combines features from different layers of multiple frozen vision foundation models using a lightweight, trainable adapter. It brings complementary representations together for downstream tasks and identifies which models contribute most, improving on individual backbones without fine-tuning the foundation models themselves.