Tackling the Challenges in Scene Graph Generation with Local-to-Global Interactions. (arXiv:2106.08543v2 [cs.CV] UPDATED)

In this work, we seek new insights into the underlying challenges of the
Scene Graph Generation (SGG) task. Quantitative and qualitative analysis of the
Visual Genome dataset implies -- 1) Ambiguity: even if inter-object
relationship contains the same object (or predicate), they may not be visually
or semantically similar, 2) Asymmetry: despite the nature of the relationship
that embodied the direction, it was not well addressed in previous studies, and
3) Higher-order contexts: leveraging the identities of certain graph elements …

arxiv challenges cv global graph interactions