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知识在视觉中不仅仅是真信念

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计算知识视觉是一个新的观点或研究领域。计算知识视觉在视觉感知模型注入先验知识,使模型获得理解能力。模型在一定程度上像普通成年人一样进行有效的学习和推理。计算知识视觉不仅为人类先验知识与感知视觉机器提供了"桥梁",还能系统地适配"桥梁"上不同层次的视觉任务。另外,提出了视觉层次及其与知识的联系,指出知识是一种合理的真信念。最后总结了近期的工作,并提出了一个新的研究方向,即知识在视觉方法研究中可以是一个思维框架。
Knowledge is far more than true belief in vision
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 vi-sion not only provides a"bridge"between human priori knowledge and perceptual visual machines,but also systemati-cally 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.

visionknowledgecomputational knowledge vision

郑文博、王飞跃

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武汉理工大学计算机与人工智能学院,湖北 武汉 430070

中国科学院自动化研究所复杂系统管理与控制国家重点实验室,北京 100190

视觉 知识 计算知识视觉

国家自然科学基金项目

62303361

2024

智能科学与技术学报

智能科学与技术学报

CSTPCD
ISSN:
年,卷(期):2024.6(2)