场景上下文可以预测不受约束的对象相似性判断
Caterina Magri1, Eric Elmoznino1, Michael F Bonner1
1Department of Cognitive Science, Johns Hopkins University, 3400 N. Charles St., Baltimore, MD 21218, United States of America.
Cognition
|July 23, 2023
概括
了解对象相似性涉及的不仅仅是视觉形式. 语境推理,即物体出现在类似的场景或事件中,显著影响人类对物品的分组方式,这一发现得到了计算模型的支持.
科学领域:
- 认知科学 认知科学
- 计算神经科学是一种神经科学.
- 心理学 心理学 心理学
背景情况:
- 传统的对象相似性模型侧重于视觉形式或语言关联.
- 直观的对象分组可能依赖于上下文推理,将对象与类似的场景或事件联系起来.
研究的目的:
- 调查语境推理在人类对象相似性判断中的作用.
- 开发和评估基于场景背景协会的计算模型.
主要方法:
- 大规模分析自然场景统计和人类行为数据.
- 利用卷积神经网络 (CNN) 来从对象场景关联中学习上下文原型.
- 进行行为实验,将模型预测与人类相似性判断进行比较.
主要成果:
- 对象 - 场景上下文关联的计算模型强烈预测了人类对象分组.
- 语境原型与基于视觉CNN特征或文字嵌入的模型的预测能力相美.
- 自然场景统计有效地捕捉了对象相似性的常识概念.
结论:
- 语境推理是人类对象相似性判断的强大预测器.
- 场景背景的计算模型为理解对象分类提供了一种新的方法.
- 这些发现凸显了环境统计在塑造对象认知表征方面的重要性.
更多相关视频
05:15The Spatial Memory Game: Testing the Relationship Between Spatial Language, Object Knowledge, and Spatial Cognition
Published on: February 19, 2018
10.9K
07:36Eye Tracking During Visually Situated Language Comprehension: Flexibility and Limitations in Uncovering Visual Context Effects
Published on: November 30, 2018
15.8K
相关概念视频
Stereotype Content Model
14.8K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.8K
The Anchoring-and-Adjustment Heuristic
7.3K
In order to make good decisions, we use our knowledge and our reasoning. Often, this knowledge and reasoning is sound and solid. However, sometimes, we are swayed by biases or by others manipulating a situation. For example, let’s say you and three friends wanted to rent a house and had a combined target budget of $1,600. The realtor shows you only very run-down houses for $1,600 and then shows you a very nice house for $2,000. Might you ask each person to pay more in rent to get the...
7.3K
The Representativeness Heuristic
15.8K
The representative heuristic describes a biased way of thinking, in which you unintentionally stereotype someone or something. For example, you may assume that your professors spend their free time reading books and engaging in intellectual conversation, because the idea of them spending their time playing volleyball or visiting an amusement park does not fit in with your stereotypes of professors.
15.8K
Perceptual Constancy
450
Perceptual constancy is the ability to recognize that objects remain consistent and unchanged even when their appearance varies due to changes in sensory input. There are four main types of perceptual constancy: size constancy, shape constancy, color constancy, and brightness constancy.
Size constancy is the recognition that an object remains the same size, even when its image on the retina changes. For instance, a bus is perceived to be large enough to carry people, even if it looks tiny from...
Size constancy is the recognition that an object remains the same size, even when its image on the retina changes. For instance, a bus is perceived to be large enough to carry people, even if it looks tiny from...
450
Force Classification
1.3K
Forces play a crucial role in the study of physics and engineering. They are essential in describing the motion, behavior, and equilibrium of objects in the physical world. Forces can be classified based on their origin, type, and direction of action.
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
Contact and non-contact forces are two of the most widely used categories of forces. As the name suggests, contact forces require physical contact between two objects to act upon each other. Examples of contact forces include frictional,...
1.3K
Modeling and Similitude
292
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
292
