Seeing as Experts Do: A Knowledge-Augmented Agent for Open-Set Fine-Grained Visual Understanding. - Junhan Chen; Zilu Zhou; Yujun Tong; Dongliang Chang; Yitao Luo; Zhanyu Ma (CoRR, 2026)