• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

集合感知对异常值表示精度的贡献。

Contributions of ensemble perception to outlier representation precision.

机构信息

Bogazici University, Istanbul, Turkey.

Bogazici Universitesi, Psikoloji Bolumu, Bebek-Istanbul, Turkey.

出版信息

Atten Percept Psychophys. 2021 Apr;83(3):1141-1151. doi: 10.3758/s13414-021-02270-9. Epub 2021 Mar 16.

DOI:10.3758/s13414-021-02270-9
PMID:33728510
Abstract

It is known that the visual system can efficiently extract mean and variance information, facilitating the detection of outliers. However, no research to date has directly investigated whether ensemble perception mechanisms contribute to outlier representation precision. We specifically were interested in how the distinctiveness of outliers impacts their precision. Across two experiments, we compared how accurately viewers represented the orientation of spatial outliers that varied in distinctiveness and found that increased outlier distinctiveness resulted in greater precision. Based on comparisons of our data to simulations reflecting particular selective strategies, we eliminated the possibility that participants were selectively processing the outlier, at the expense of the ensemble. Thus, we argued that participants separately represented distinct outliers along with ensemble summaries of the remaining items in a display. We also found that outlier distinctiveness moderated the precision of how the remaining items were summarized. We discuss these findings in relation to computational capacity and constraints of ensemble perception mechanisms.

摘要

已知视觉系统能够有效地提取均值和方差信息,有助于检测异常值。然而,迄今为止,没有研究直接探讨集合感知机制是否有助于异常值的表示精度。我们特别感兴趣的是异常值的独特性如何影响其精度。在两项实验中,我们比较了观察者如何准确地表示在独特性上变化的空间异常值的方向,并发现异常值的独特性增加会导致更高的精度。基于将我们的数据与反映特定选择性策略的模拟进行比较,我们排除了参与者有选择地处理异常值而忽略集合的可能性。因此,我们认为参与者分别沿着显示器中剩余项目的集合摘要来单独表示独特的异常值。我们还发现,异常值的独特性调节了如何汇总剩余项目的精度。我们将这些发现与集合感知机制的计算能力和约束联系起来进行讨论。

相似文献

1
Contributions of ensemble perception to outlier representation precision.集合感知对异常值表示精度的贡献。
Atten Percept Psychophys. 2021 Apr;83(3):1141-1151. doi: 10.3758/s13414-021-02270-9. Epub 2021 Mar 16.
2
One bad apple spoils the whole bushel: The neural basis of outlier processing.一个坏苹果烂一筐:异常值处理的神经基础。
Neuroimage. 2020 May 1;211:116629. doi: 10.1016/j.neuroimage.2020.116629. Epub 2020 Feb 10.
3
Outlier rejection in the process of pooling.合并过程中的离群值剔除。
Atten Percept Psychophys. 2024 Feb;86(2):666-679. doi: 10.3758/s13414-023-02842-x. Epub 2024 Jan 8.
4
The outlier paradox: The role of iterative ensemble coding in discounting outliers.离群值悖论:迭代集成编码在离群值折扣中的作用。
J Exp Psychol Hum Percept Perform. 2020 Nov;46(11):1267-1279. doi: 10.1037/xhp0000857. Epub 2020 Aug 6.
5
Variability leads to overestimation of mean summaries.变异性导致平均值摘要的高估。
Atten Percept Psychophys. 2021 Apr;83(3):1129-1140. doi: 10.3758/s13414-021-02269-2. Epub 2021 Mar 26.
6
Quality of average representation can be enhanced by refined individual items.平均代表性的质量可以通过精细化的单项来提高。
Atten Percept Psychophys. 2021 Apr;83(3):970-981. doi: 10.3758/s13414-020-02139-3. Epub 2020 Oct 8.
7
Ensemble coding of average length and average orientation are correlated.平均长度和平均方向的集合编码是相关的。
Vision Res. 2021 Oct;187:94-101. doi: 10.1016/j.visres.2021.04.010. Epub 2021 Jul 5.
8
Perceptual learning of ensemble and outlier perception.集合感知和异常值感知的知觉学习。
J Vis. 2020 Aug 3;20(8):13. doi: 10.1167/jov.20.8.13.
9
Feature-specificity in visual statistical summary processing.视觉统计摘要处理中的特征特异性
Atten Percept Psychophys. 2020 Feb;82(2):852-864. doi: 10.3758/s13414-019-01942-x.
10
Comparison of methods for the detection of outliers and associated biomarkers in mislabeled omics data.比较用于检测组学数据中标记错误的异常值和相关生物标志物的方法。
BMC Bioinformatics. 2020 Aug 14;21(1):357. doi: 10.1186/s12859-020-03653-9.

引用本文的文献

1
Attention and stimulus structure interact during ensemble encoding of facial expression.在面部表情的整体编码过程中,注意力与刺激结构相互作用。
Sci Rep. 2025 May 28;15(1):18632. doi: 10.1038/s41598-025-03289-w.
2
Can non-human primates extract the linear trend from a noisy scatterplot?非人类灵长类动物能从有噪声的散点图中提取线性趋势吗?
iScience. 2024 Dec 20;28(1):111661. doi: 10.1016/j.isci.2024.111661. eCollection 2025 Jan 17.
3
Similarity in feature space dictates the efficiency of attentional selection during ensemble processing.

本文引用的文献

1
One bad apple spoils the whole bushel: The neural basis of outlier processing.一个坏苹果烂一筐:异常值处理的神经基础。
Neuroimage. 2020 May 1;211:116629. doi: 10.1016/j.neuroimage.2020.116629. Epub 2020 Feb 10.
2
Adaptation to mean and variance: Interrelationships between mean and variance representations in orientation perception.均值和方差的适应:方位知觉中均值和方差表示之间的相互关系。
Vision Res. 2020 Feb;167:46-53. doi: 10.1016/j.visres.2020.01.002. Epub 2020 Jan 16.
3
How can observers use perceived size? Centroid versus mean-size judgments.
特征空间中的相似性决定了整体处理过程中注意力选择的效率。
Psychon Bull Rev. 2025 Jun;32(3):1318-1327. doi: 10.3758/s13423-024-02607-z. Epub 2024 Nov 19.
观察者如何使用感知大小?质心与平均大小判断。
J Vis. 2019 Mar 1;19(3):3. doi: 10.1167/19.3.3.
4
Comparing set summary statistics and outlier pop out in vision.比较视觉中的集合汇总统计和异常值弹出。
J Vis. 2018 Dec 3;18(13):12. doi: 10.1167/18.13.12.
5
Perceiving set mean and range: Automaticity and precision.感知集均值和范围:自动性与精确性。
J Vis. 2018 Sep 4;18(9):23. doi: 10.1167/18.9.23.
6
Perceiving groups: The people perception of diversity and hierarchy.感知群体:人们对多样性和层级的看法。
J Pers Soc Psychol. 2018 May;114(5):766-785. doi: 10.1037/pspi0000120. Epub 2018 Jan 15.
7
Ensemble Perception.整体感知。
Annu Rev Psychol. 2018 Jan 4;69:105-129. doi: 10.1146/annurev-psych-010416-044232. Epub 2017 Sep 11.
8
What is the Bandwidth of Perceptual Experience?感知体验的带宽是什么?
Trends Cogn Sci. 2016 May;20(5):324-335. doi: 10.1016/j.tics.2016.03.006.
9
Can you perceive ensembles without perceiving individuals?: The role of statistical perception in determining whether awareness overflows access.在不感知个体的情况下能感知整体吗?:统计感知在确定意识是否溢出通达中的作用。
Cognition. 2016 Jul;152:78-86. doi: 10.1016/j.cognition.2016.01.010. Epub 2016 Mar 30.
10
Mixed emotions: Sensitivity to facial variance in a crowd of faces.复杂的情感:在一群面孔中对面部差异的敏感度。
J Vis. 2015;15(4):16. doi: 10.1167/15.4.16.