智能科学与技术学报 (Jun 2024)
Knowledge is far more than true belief in vision
Abstract
Computational knowledge vision is emphasized as a novel perspective or field in this paper. Computational knowledge vision injects a priori knowledge into a visual perception model so that the model gains comprehension, which enables the model to learn and reason effectively to a certain extent like an ordinary adult. Computational knowledge vision not only provides a "bridge" between human priori knowledge and perceptual visual machines, but also systematically adapts to different levels of visual tasks on this "bridge". In addition, this paper proposes the visual hierarchy and its connection to knowledge, stating that knowledge is a justified true belief. Finally, our recent work is summarized and a new direction is proposed, which suggests that knowledge is also a thought framework in vision.