Visual Knowledge in the Big Model Era: Retrospect and Prospect

arXiv:2404.04308v1 Announce Type: cross
Abstract: Visual knowledge is a new form of knowledge representation that can encapsulate visual concepts and their relations in a succinct, comprehensive, and interpretable manner, with a deep root in cognitive psychology. As the knowledge about the visual world has been identified as an indispensable component of human cognition and intelligence, visual knowledge is poised to have a pivotal role in establishing machine intelligence. With the recent advance of Artificial Intelligence (AI) techniques, large AI models …

abstract arxiv big cognitive concepts cs.ai cs.cv cs.lg form knowledge psychology relations representation type visual visual concepts world