Learning Object Semantic Similarity with Self-Supervision

arXiv:2405.05143v1 Announce Type: cross
Abstract: Humans judge the similarity of two objects not just based on their visual appearance but also based on their semantic relatedness. However, it remains unclear how humans learn about semantic relationships between objects and categories. One important source of semantic knowledge is that semantically related objects frequently co-occur in the same context. For instance, forks and plates are perceived as similar, at least in part, because they are often experienced together in a ``kitchen" or …

abstract arxiv cs.cv cs.lg cs.ne however humans judge knowledge learn object objects relationships semantic supervision type visual