Zheng-Ming Ding

ProtoLIP: From Sentence-Level to Object-Level Evidence Disentanglement

To disentangle visual evidence at both semantic and spatial levels, ProtoLIP is introduced, a lightweight prototype-mediated evidence layer that organizes reusable visual prototypes into text-derived semantic families and uses coarse-to-fine evidence routing, where semantic families constrain prototype eligibility and...