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相关概念视频

Social Proof00:52

Social Proof

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Social proof is a form of persuasion based on comparison and conformity. People compare their behavior and actions to what others are doing and will change to conform to do what their peers do.
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Social Facilitation01:04

Social Facilitation

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Not all intergroup interactions lead to negative outcomes. Sometimes, being in a group situation can improve performance. Social facilitation occurs when an individual performs better when an audience is watching than when the individual performs the behavior alone. This typically occurs when people are performing a task for which they are skilled.
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Photoreceptors and Visual Pathways01:22

Photoreceptors and Visual Pathways

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At the molecular level, visual signals trigger transformations in photopigment molecules, resulting in changes in the photoreceptor cell's membrane potential. The photon's energy level is denoted by its wavelength, with each specific wavelength of visible light associated with a distinct color. The spectral range of visible light, classified as electromagnetic radiation, spans from 380 to 720 nm. Electromagnetic radiation wavelengths exceeding 720 nm fall under the infrared category,...
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The Representativeness Heuristic02:13

The Representativeness Heuristic

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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.
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Social Scripts02:10

Social Scripts

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People tend to know what behavior is expected of them in specific, familiar settings. A script is a person’s knowledge about the sequence of events expected in a specific setting (Schank & Abelson, 1977). Essentially, scripts are a particular kind of schema, one containing default values for the features within an event. In the restaurant example, the script's features include the props (e.g., tables, menu, food, and money), the roles to be played (e.g., customer and waiter),...
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The Sense of Self: Reflected Self-Appraisal and Social Comparison02:57

The Sense of Self: Reflected Self-Appraisal and Social Comparison

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According to Charles Cooley, we base our image on what we think other people see (Cooley 1902). We imagine how we must appear to others, then react to this speculation. We don certain clothes, prepare our hair in a particular manner, wear makeup, use cologne, and the like—all with the notion that our presentation of ourselves is going to affect how others perceive us. We expect a certain reaction, and, if lucky, we get the one we desire and feel good about it. But more than that, Cooley...
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相关实验视频

Updated: May 24, 2025

Development of a Gaze-Contingent Display Framework Designed for Perceptual and Oculomotor Research with Simulated Central Vision Loss
07:12

Development of a Gaze-Contingent Display Framework Designed for Perceptual and Oculomotor Research with Simulated Central Vision Loss

Published on: April 11, 2025

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交叉模式引导视觉表示学习用于社交图像检索

Ziyu Guan, Wanqing Zhao, Hongmin Liu

    IEEE transactions on pattern analysis and machine intelligence
    |March 3, 2025
    PubMed
    概括

    本研究介绍了交叉模式指导视觉表示 (CGVR),通过过噪音标签来改善社交图像检索. CGVR增强了图像表示学习,以获得更好的搜索准确性.

    科学领域:

    • 计算机科学 计算机科学
    • 信息检索 信息检索
    • 机器学习 机器学习

    背景情况:

    • 社交图像拥有来自用户贡献的丰富但杂的标签,阻碍了有效的图像检索.
    • 现有的交叉模式学习方法与孤立的,杂的标签和单模式检索要求作斗争.

    研究的目的:

    • 开发一个框架,使用噪音标签精确的单模社会图像检索.
    • 为了有效地过噪音,并利用交叉模式的相关性,以实现准确的图像表示学习.

    主要方法:

    • 拟议的交叉模式指导视觉表示 (CGVR) 框架.
    • 从噪音标签中提取准确的语义图像表示.
    • 将表示学习能力转移到仅用于图像的散列子网络.
    • 在注意力中嵌入常识标签关系,以获得共同的上下文意识.

    主要成果:

    • 与最先进的方法相比,CGVR在平均平均精度 (MAP) 中取得了显著的改进.
    • 在社交形象基准上表现出大约8.82和5.45点的MAP改进.
    • 建立了CGVR作为社交图像检索的新基准.

    结论:

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    • CGVR有效地解决了社交图像检索中噪音标签的挑战.
    • 该框架成功地通过利用跨模式交互来学习精确的视觉表示.
    • CGVR提供了一个强大的解决方案,用于从杂的社交图像数据中单模式检索.