逼真的细节对视觉化学习是否重要,还是深度线索能提供足够的指导?

IF 1.7 4区 心理学 Q3 PSYCHOLOGY, EXPERIMENTAL Cognitive Processing Pub Date : 2024-08-01 Epub Date: 2024-03-21 DOI:10.1007/s10339-024-01183-3
Alexander Skulmowski
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摘要

在教学可视化中如何选择最佳的逼真度是一项艰巨的任务。以往的研究表明,逼真度会让学习者不知所措,但越来越多的研究表明,逼真的细节可以提高学习效果。在第一项实验(n = 107)中,我们评估了使用逼真的可视化教学是否会分散学习者的注意力,并因此特别受益于预培训。参与者通过标注的可视化图像学习腮腺的解剖结构。虽然预培训没有影响,但与示意图式可视化相比,更逼真的可视化会增强学习效果。在第二个实验中(n = 132),示意图与具有基本深度提示的更逼真风格和包含详细表面的高度逼真可视化进行了比较。在保持成绩方面,没有发现明显的差异。然而,在主观认知负荷评分方面出现了一种有趣的模式:示意图版本的认知负荷评分最高,而具有简化阴影的版本的认知负荷评分最低。包含简化深度线索的版本所获得的认知负荷评分也低于详细可视化版本。这两项实验表明,对现实细节的有害影响的担心不应过于笼统。虽然在某些情况下,示意可视化可能更易于视觉处理,但从轮廓图中提取深度信息会增加学习任务的认知要求。因此,计算机生成的直观图最好至少包含简化形式的阴影,而增加细节似乎并不会产生很大的积极影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Are realistic details important for learning with visualizations or can depth cues provide sufficient guidance?

The optimal choice of the level of realism in instructional visualizations is a difficult task. Previous studies suggest that realism can overwhelm learners, but a growing body of research demonstrates that realistic details can enhance learning. In the first experiment (n = 107), it was assessed whether learning using realistic visualizations can be distracting and therefore particularly benefits from pre-training. Participants learned the anatomy of the parotid gland using labeled visualizations. While pre-training did not have an effect, a more realistic visualization enhanced learning compared to a schematic visualization. In the second experiment (n = 132), a schematic diagram was compared to a more realistic style featuring basic depth cues, and a highly realistic visualization containing a detailed surface. Regarding retention performance, no significant differences were found. However, an interesting pattern regarding subjective cognitive load ratings emerged: the schematic version received the highest cognitive load ratings, while the version featuring simplified shading was rated as least demanding. The version containing simplified depth cues also elicited lower cognitive load ratings than the detailed visualization. The two experiments demonstrate that fears concerning a detrimental effect of realistic details should not be over-generalized. While schematic visualizations may be easier to visually process in some cases, extracting depth information from contour drawings adds cognitive demands to a learning task. Thus, it is advisable that computer-generated visualizations contain at least simplified forms of shading, while the addition of details does not appear to have a strong positive effect.

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来源期刊
Cognitive Processing
Cognitive Processing PSYCHOLOGY, EXPERIMENTAL-
CiteScore
3.10
自引率
5.90%
发文量
44
期刊介绍: Cognitive Processing - International Quarterly of Cognitive Science is a peer-reviewed international journal that publishes innovative contributions in the multidisciplinary field of cognitive science.  Its main purpose is to stimulate research and scientific interaction through communication between specialists in different fields on topics of common interest and to promote an interdisciplinary understanding of the diverse topics in contemporary cognitive science. Cognitive Processing is articulated in the following sections:Cognitive DevelopmentCognitive Models of Risk and Decision MakingCognitive NeuroscienceCognitive PsychologyComputational Cognitive SciencesPhilosophy of MindNeuroimaging and Electrophysiological MethodsPsycholinguistics and Computational linguisticsQuantitative Psychology and Formal Theories in Cognitive ScienceSocial Cognition and Cognitive Science of Culture
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