Wonjun Lee

Few-shot tuning can distort embeddings, but Subspace Tuning stabilizes adaptation, leading to robust generalization even for unseen classes.

Forget full-network finetuning: adapting only a low-dimensional decoder subspace unlocks state-of-the-art zero-shot depth completion with significantly improved efficiency.