arxivcs.CV2026-07-01
Hidden-Shot: Towards One-Shot Task Generalization for Low-Level Vision Generalist Models
Shao-Jun Xia, Xianzheng Ma, Zichong Meng
Despite the intense engagement surrounding low-level vision generalist models, their effectiveness in zero/few-shot scenarios beyond learned tasks remains unverified. The primary challenge of developing an ideal generalist lies in achieving the ability to generalize from new unse…