2 papers
cs.CV2024
ExoViP: Step-by-step Verification and Exploration with Exoskeleton Modules for Compositional Visual Reasoning
Yuxuan Wang, Alan Yuille, Zhuowan Li +1
Compositional visual reasoning methods, which translate a complex query into a structured composition of feasible visual tasks, have exhibited a strong potential in complicated mul…
cs.CV2024
Localization vs. Semantics: Visual Representations in Unimodal and Multimodal Models
Zhuowan Li, Cihang Xie, Benjamin Van Durme +1
Despite the impressive advancements achieved through vision-and-language pretraining, it remains unclear whether this joint learning paradigm can help understand each individual mo…