Perceptual learning

感知学习
  • 文章类型: Journal Article
    亚秒时间处理对于需要精确计时的活动至关重要。这里,我们调查了跨模态(听觉-视觉或视觉-听觉)时间间隔辨别(TID)的知觉学习及其对单峰(视觉或听觉)TID表现的影响.研究目的是测试学习是否基于亚秒时间的更抽象和概念表示,这将预测跨模态到单峰学习迁移。实验表明,学习区分200毫秒的交叉模态时间间隔,由一对视觉和听觉刺激定义,显著降低跨模态TID阈值。此外,跨模态TID训练还在同一间隔内使用一对视觉或听觉刺激来最小化单峰TID阈值,即使跨模态TID阈值比单峰TID阈值高多倍。随后的单峰TID训练未能进一步降低单峰TID阈值。这些结果表明,高阈值跨模态TID任务的学习可以有益于低阈值单峰时间处理,这可以通过训练引起的对大脑中亚秒级时间的概念表示的改进来实现。
    Subsecond temporal processing is crucial for activities requiring precise timing. Here, we investigated perceptual learning of crossmodal (auditory-visual or visual-auditory) temporal interval discrimination (TID) and its impacts on unimodal (visual or auditory) TID performance. The research purpose was to test whether learning is based on a more abstract and conceptual representation of subsecond time, which would predict crossmodal to unimodal learning transfer. The experiments revealed that learning to discriminate a 200-ms crossmodal temporal interval, defined by a pair of visual and auditory stimuli, significantly reduced crossmodal TID thresholds. Moreover, the crossmodal TID training also minimized unimodal TID thresholds with a pair of visual or auditory stimuli at the same interval, even if crossmodal TID thresholds are multiple times higher than unimodal TID thresholds. Subsequent training on unimodal TID failed to reduce unimodal TID thresholds further. These results indicate that learning of high-threshold crossmodal TID tasks can benefit low-threshold unimodal temporal processing, which may be achieved through training-induced improvement of a conceptual representation of subsecond time in the brain.
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  • 文章类型: Journal Article
    背景:具有不可逆视野丧失的青光眼患者经常经历生活质量下降,行动不便,和心理健康挑战。感知学习(PL)和经颅电刺激(tES)已成为视力康复的有希望的干预措施,显示出恢复剩余视觉功能的潜力。使用ElectricAI经颅刺激(GREAT)的青光眼康复项目旨在研究结合PL和tES是否比单独使用两种方法更有效地最大化青光眼患者的视觉功能。此外,这项研究将评估这些干预措施对脑神经活动的影响,血液生物标志物,移动性,心理健康,生活质量,害怕跌倒。
    方法:该研究采用了三臂,双盲,随机化,优势控制设计。参与者以1:1:1的比例随机分配到以下三组中的一组:(1)真实PL和真实tES,(2)真实PL和假TES,和(3)安慰剂PL和假tES。每个参与者每个区块经历10个会话(每个约1小时),总共三个街区。在六个时间点进行评估:基线,临时1,临时2,干预后,干预后1个月,干预后2个月。主要结果是汉弗莱视野分析仪测量的24-2视野的平均偏差。次要结果包括阈值上视野的检出率,平衡和步态功能,以及电生理和生物反应。这项研究还调查了神经递质代谢的变化,生物标志物,自我感知的生活质量,干预前后的心理状况。
    结论:GREAT项目是第一个评估PL和tES在青光眼康复中的有效性的研究。我们的研究结果将全面评估这些治疗方法对广泛的大脑和视觉相关指标的影响,包括视野,神经活动,生物标志物,移动性,心理健康,害怕跌倒,和生活质量。
    背景:ClinicalTrials.govNCT05874258。2023年5月15日注册。
    BACKGROUND: Glaucoma patients with irreversible visual field loss often experience decreased quality of life, impaired mobility, and mental health challenges. Perceptual learning (PL) and transcranial electrical stimulation (tES) have emerged as promising interventions for vision rehabilitation, showing potential in restoring residual visual functions. The Glaucoma Rehabilitation using ElectricAI Transcranial stimulation (GREAT) project aims to investigate whether combining PL and tES is more effective than using either method alone in maximizing the visual function of glaucoma patients. Additionally, the study will assess the impact of these interventions on brain neural activity, blood biomarkers, mobility, mental health, quality of life, and fear of falling.
    METHODS: The study employs a three-arm, double-blind, randomized, superiority-controlled design. Participants are randomly allocated in a 1:1:1 ratio to one of three groups receiving: (1) real PL and real tES, (2) real PL and sham tES, and (3) placebo PL and sham tES. Each participant undergoes 10 sessions per block (~ 1 h each), with a total of three blocks. Assessments are conducted at six time points: baseline, interim 1, interim 2, post-intervention, 1-month post-intervention, and 2-month post-intervention. The primary outcome is the mean deviation of the 24-2 visual field measured by the Humphrey visual field analyzer. Secondary outcomes include detection rate in the suprathreshold visual field, balance and gait functions, and electrophysiological and biological responses. This study also investigates changes in neurotransmitter metabolism, biomarkers, self-perceived quality of life, and psychological status before and after the intervention.
    CONCLUSIONS: The GREAT project is the first study to assess the effectiveness of PL and tES in the rehabilitation of glaucoma. Our findings will offer comprehensive assessments of the impact of these treatments on a wide range of brain and vision-related metrics including visual field, neural activity, biomarkers, mobility, mental health, fear of falling, and quality of life.
    BACKGROUND: ClinicalTrials.gov NCT05874258 . Registered on May 15, 2023.
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  • 文章类型: Journal Article
    没有视觉参考,接触协调飞行的非飞行员低估了倾斜角,由于耳石的滚动角位移信息不一致,一致地发出垂直位置信号,相对于半规管,能够检测位移。飞行员还可以利用他们感知G负载的能力以及负载与角度之间关系的知识来评估倾斜角。我们的目的是研究是否可以通过离心机中的空间定向训练来改善倾斜角度的感知。16名飞行员/飞行员学生评估了他们的侧倾倾斜,在完全黑暗中,在真正的协调飞行转弯和吊舱离心期间,在30°和60°的辊倾斜。3周后重复实验,在此期间,8名受试者在离心机中进行了9次培训,包括滚动角与G负载的反馈,并指示所要求的角度。培训前,在飞机和离心机中分别感知到的受试者:37(17)°;在60°转弯中38(14)°,和19(12)°;20(10)°在30°转弯。在60°[至60(7)°;55(10)°;p≤0.04]期间,训练改善了对角度的感知,但不是30°转弯[21(10)°;15(9)°;p≥0.30];训练后两年内改善消失。未训练组的角度评估没有变化。结果表明,这是可能的,在离心机中,训练飞行员感知大的能力,但不是离散到中等的滚动角位移。瞬态训练效应可归因于感知G载荷并将其转化为滚动角的能力提高和/或对半圆形运河信号的依赖增加。
    Without visual references, non-pilots exposed to coordinated flight turns underestimate the bank angle, because of discordant information of the roll-angular displacement from the otoliths, consistently signaling vertical position, versus the semicircular canals, enabling detection of the displacement. Pilots may also use their ability to perceive the G load and knowledge of the relation between load and angle to assess the bank angle. Our aim was to investigate if the perception of bank angle can be improved by spatial-orientation training in a centrifuge. Sixteen pilots/pilot students assessed their roll tilt, in complete darkness, both during real coordinated flight turns and gondola centrifugation, at roll tilts of 30° and 60°. The experiments were repeated after a 3-wk period, during which 8 of the subjects performed 9 training sessions in the centrifuge, comprising feedback on roll angle vs G load, and on indicating requested angles. Before training, the subjects perceived in the aircraft and centrifuge respectively: 37(17)°; 38(14)° during 60° turns, and 19(12)°; 20(10)° during 30° turns. Training improved the perception of angle during the 60° [to 60(7)°; 55(10)°; p≤0.04], but not the 30° turns [21(10)°; 15(9)°; p≥0.30]; the improvement disappeared within two years after training. Angle assessments did not change in the untrained group. The results suggest that it is possible to, in a centrifuge, train a pilot\'s ability to perceive large, but not discrete-to-moderate roll-angular displacements. The transient training effect is attributable to improved capacity to perceive and translate G load into roll angle and/or to increased reliance on semicircular-canal signals.
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  • 文章类型: Journal Article
    两个量值的比率可以取两个值中的一个,这取决于它们被操作的顺序:一个大的大的比率,或“小”与“大”的比值。尽管大小比例尺度具有不同的度量属性,并且对感知比较任务具有不同的预测,没有心理物理学研究直接比较它们。报告了两个实验,其中受试者隐含地学会了通过基于缩放的大比率的非符号反馈来比较亮度和线长对。所呈现的量值的小比率或差异。实验1的结果表明,所有三个操作都是快速学习的,并且具有很高的准确性,各组之间或密集和广泛模式之间没有显着差异。尽管对个体数据的回归表明存在差异的总体倾向。实验2测试了受试者是否学会了评估操作的训练或将刺激对与正确的反应相关联。对于每个操作,高斯噪声被添加到对于每对的重复是恒定的反馈。对于所有科目,当与训练的差异或比率一起输入回归模型时,添加的噪声分量的系数为负,并且在80%的个别病例中具有统计学意义。因此,受试者学会了估计比较操作,并有效地忽略或抑制了增加的噪声。这些结果表明,感知系统在非符号计算的能力方面具有高度的灵活性,这可能反映了感知结构和数学之间更深层次的联系。
    The ratio of two magnitudes can take one of two values depending on the order they are operated on: a \'big\' ratio of the larger to smaller magnitude, or a \'small\' ratio of the smaller to larger. Although big and small ratio scales have different metric properties and carry divergent predictions for perceptual comparison tasks, no psychophysical studies have directly compared them. Two experiments are reported in which subjects implicitly learned to compare pairs of brightnesses and line lengths by non-symbolic feedback based on the scaled big ratio, small ratio or difference of the magnitudes presented. Results of Experiment 1 showed all three operations were learned quickly and estimated with a high degree of accuracy that did not significantly differ across groups or between intensive and extensive modalities, though regressions on individual data suggested an overall predisposition towards differences. Experiment 2 tested whether subjects learned to estimate the operation trained or to associate stimulus pairs with correct responses. For each operation, Gaussian noise was added to the feedback that was constant for repetitions of each pair. For all subjects, coefficients for the added noise component were negative when entered in a regression model alongside the trained differences or ratios, and were statistically significant in 80% of individual cases. Thus, subjects learned to estimate the comparative operations and effectively ignored or suppressed the added noise. These results suggest the perceptual system is highly flexible in its capacity for non-symbolic computation, which may reflect a deeper connection between perceptual structure and mathematics.
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  • 文章类型: Journal Article
    目的:腹腔镜胆囊切除术是一种常见的手术,有严重并发症的风险。术中胆道造影(IOC)可以通过明确胆道树的解剖结构和检测胆总管损伤来减轻这些风险。然而,掌握国际奥委会的解释主要是通过经验,研究表明,即使是专业的外科医生也经常与这项技能作斗争。由于没有正式的课程供外科住院医师学习国际奥委会的解释,我们开发了基于感知学习(PL)的培训模块,旨在提高外科住院医师的IOC解释技能。
    方法:使用基于PL原则的在线培训模块,评估手术住院医师识别IOC特征并提供临床建议的能力。本研究分为两个阶段。第一阶段涉及通过国际奥委会在线口译模块培训的居民的前/后评估,测量其IOC图像识别和临床管理准确性(正确响应的百分比),响应时间和信心。在第二阶段,我们探讨了将基于模拟器的国际奥委会培训与在线解释模块相结合对第一阶段使用的相同措施的影响(精度,响应时间,和信心)。
    方法:本研究在芝加哥的拉什大学医学院进行。参与者由每个研究生年(PGY)的外科住院医师组成。居民通过Rush\的手术模拟中心在计划的每月轮换期间参加了这项研究。
    结果:共有23名手术患者参加了第一阶段。大多数(95.7%)认为该模块很有用。居民对国际奥委会口译各个方面的信心水平大大提高,例如识别完整的IOC和检测异常发现。从培训前(平均准确率68.1+/-17.3%)到培训后(平均准确率82.3+/-10.4%,p<0.001)。此外,他们每个问题的响应时间从25+/-12秒显著减少到17+/-12秒(p<0.001)。在第二阶段,我们将程序模拟器训练与在线解释模块相结合。第一年的20名居民参加了培训,88%的人认为培训很有帮助。与对照组相比,训练组在IOC解释的各个方面均表现出明显的信心改善,观察到与临床管理问题相关的准确性改善不显着。两组反应时间都减少了,随着训练组显示出更实质性的,虽然不重要,reduction.
    结论:这项研究证明了基于PL的培训模块在提高外科住院医师IOC解释技能方面的有效性。该模块,被大多数参与者发现有帮助,显著提高了临床管理的准确性,信心水平,减少响应时间。结合基于模拟器的培训进一步加强了这些改进,强调我们的方法可能解决在外科教育中缺乏国际奥委会解释的正式课程的问题。
    OBJECTIVE: Laparoscopic cholecystectomy is a commonly performed surgery with risk of serious complications. Intraoperative cholangiography (IOC) can mitigate these risks by clarifying the anatomy of the biliary tree and detecting common bile duct injuries. However, mastering IOC interpretation is largely through experience, and studies have shown that even expert surgeons often struggle with this skill. Since no formal curriculum exists for surgical residents to learn IOC interpretation, we developed a perceptual learning (PL)-based training module aimed at improving surgical residents\' IOC interpretation skills.
    METHODS: Surgical residents were assessed on their ability to identify IOC characteristics and provide clinical recommendations using an online training module based on PL principles. This research had 2 phases. The first phase involved pre/post assessments of residents trained via the online IOC interpretation module, measuring their IOC image recognition and clinical management accuracy (percentage of correct responses), response time and confidence. During the second phase, we explored the impact of combining simulator-based IOC training with the online interpretation module on same measures as used in the first phase (accuracy, response time, and confidence).
    METHODS: The study was conducted at Rush University Medical College in Chicago. The participants consisted of surgical residents from each postgraduate year (PGY). Residents participated in this study during their scheduled monthly rotation through Rush\'s surgical simulation center.
    RESULTS: Total 23 surgical residents participated in the first phase. A majority (95.7%) found the module helpful. Residents significantly increased confidence levels in various aspects of IOC interpretation, such as identifying complete IOCs and detecting abnormal findings. Their accuracy in making clinical management decisions significantly improved from pretraining (mean accuracy 68.1 +/- 17.3%) to post-training (mean accuracy 82.3 +/- 10.4%, p < 0.001). Furthermore, their response time per question decreased significantly from 25 +/- 12 seconds to 17 +/- 12 seconds (p < 0.001). In the second phase, we combined procedural simulator training with the online interpretation module. The 20, first year residents participated and 88% found the training helpful. The training group exhibited significant confidence improvements compared to the control group in various aspects of IOC interpretation with observed nonsignificant accuracy improvements related to clinical management questions. Both groups demonstrated reduced response times, with the training group showing a more substantial, though nonsignificant, reduction.
    CONCLUSIONS: This study demonstrated the effectiveness of a PL-based training module for improving aspects of surgical residents\' IOC interpretation skills. The module, found helpful by a majority of participants, led to significant enhancements in clinical management accuracy, confidence levels, and decreased response time. Incorporating simulator-based training further reinforced these improvements, highlighting the potential of our approach to address the lack of formal curriculum for IOC interpretation in surgical education.
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  • 文章类型: Journal Article
    标志性记忆和短期记忆不仅对感知和认知至关重要,而且对心理健康也很重要。这里,我们首先证明,这两种类型的记忆都可以通过感知学习改善视觉处理中的限制过程来改善。正常成年人接受了十天的对比检测任务训练,与他们的高阶像差(HOA)实时校正。我们发现训练不仅改善了他们的对比敏感度函数(CSF),还有他们的标志性记忆和基线信息维护,用于短期记忆,记忆和CSF改善之间的关系可以通过观察者模型很好地预测。这些结果表明,通过视觉知觉学习训练认知任务的限制部分可以改善视觉认知。它们也可能为治疗感觉记忆力差的人的新疗法提供经验基础。
    Iconic memory and short-term memory are not only crucial for perception and cognition, but also of great importance to mental health. Here, we first showed that both types of memory could be improved by improving limiting processes in visual processing through perceptual learning. Normal adults were trained in a contrast detection task for ten days, with their higher-order aberrations (HOA) corrected in real-time. We found that the training improved not only their contrast sensitivity function (CSF), but also their iconic memory and baseline information maintenance for short-term memory, and the relationship between memory and CSF improvements could be well-predicted by an observer model. These results suggest that training the limiting component of a cognitive task with visual perceptual learning could improve visual cognition. They may also provide an empirical foundation for new therapies to treat people with poor sensory memory.
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  • 文章类型: Journal Article
    使用Gabor贴片(GP)通过感知训练进行学习,作为一种针对近视和与年龄相关的视敏度(VA)下降的新视力恢复技术,引起了人们的关注。然而,任务本身是单调和痛苦的,需要大量的培训和一段时间才能生效,这对其广泛应用是一个挑战。促进知觉学习的一种有效方法是在神经反馈(NF)训练之前在感觉皮层中授权EEGα节律;但是,缺乏VA的证据。
    我们调查了四个30分钟的GP培训课程是否,在有/没有EEGNF的情况下进行超过2周,以增加α功率(NF和对照组,分别),可以改善近视受试者的视力。在每次GP训练前后测量对比敏感度(CS)和VA。
    NF组在第四次训练中表现出CS的改善,对照组未观察到。此外,在第三次和第四次训练中,VA仅在NF组中有所改善,这表现为巩固效应(维持先前的训练效应)。在第三次训练中产生更强α功率的参与者在第四次训练中表现出更大的VA恢复。
    这些结果表明,增强的预训练α授权可增强随后的感知学习的巩固,即使是短时间的GP训练也可以对VA恢复产生积极影响。这种简单的协议可以促进训练方法的使用以容易地恢复视力。
    UNASSIGNED: Learning through perceptual training using the Gabor patch (GP) has attracted attention as a new vision restoration technique for myopia and age-related deterioration of visual acuity (VA). However, the task itself is monotonous and painful and requires numerous training sessions and some time before being effective, which has been a challenge for its widespread application. One effective means of facilitating perceptual learning is the empowerment of EEG alpha rhythm in the sensory cortex before neurofeedback (NF) training; however, there is a lack of evidence for VA.
    UNASSIGNED: We investigated whether four 30-min sessions of GP training, conducted over 2 weeks with/without EEG NF to increase alpha power (NF and control group, respectively), can improve vision in myopic subjects. Contrast sensitivity (CS) and VA were measured before and after each GP training.
    UNASSIGNED: The NF group showed an improvement in CS at the fourth training session, not observed in the control group. In addition, VA improved only in the NF group at the third and fourth training sessions, this appears as a consolidation effect (maintenance of the previous training effect). Participants who produced stronger alpha power during the third training session showed greater VA recovery during the fourth training session.
    UNASSIGNED: These results indicate that enhanced pretraining alpha empowerment strengthens the subsequent consolidation of perceptual learning and that even a short period of GP training can have a positive effect on VA recovery. This simple protocol may facilitate use of a training method to easily recover vision.
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  • 文章类型: Journal Article
    交互式计算机模拟通常用作教学工具,以支持学生的统计推理。本文研究了这些模拟是否以及如何实现其预期效果。我们首先对比两个理论框架——双重过程和扎根的认知——在人们关于统计抽样的概念的背景下,为模拟在学习此类概念方面的潜在好处奠定基础。然后,我们继续回顾有关统计抽样模拟的教育文献。我们的评论初步暗示了模拟对建立统计思维习惯的好处。然而,当研究更具体的概念和技能时,挑战似乎仍然存在。有和没有模拟,学生很难形成数据的汇总视图,解释抽样分布,表现出对大数定律的基于过程的理解,进行统计推断,和上下文无关的推理。我们认为,基础认知为理解这些发现提供了一个框架,强调感知和概念之间的双向关系,感性的设计特点,并指导感知例程,以支持学生从模拟中产生意义。最后,我们提出了在统计教育中使用模拟的可测试的教学策略。
    Interactive computer simulations are commonly used as pedagogical tools to support students\' statistical reasoning. This paper examines whether and how these simulations enable their intended effects. We begin by contrasting two theoretical frameworks-dual processes and grounded cognition-in the context of people\'s conceptions about statistical sampling, setting the stage for the potential benefits of simulations in learning such conceptions. Then, we continue with reviewing the educational literature on statistical sampling simulations. Our review tentatively suggests benefits of the simulations for building statistical habits of mind. However, challenges seem to persist when more specific concepts and skills are investigated. With and without simulations, students have difficulty forming an aggregate view of data, interpreting sampling distributions, showing a process-based understanding of the law of large numbers, making statistical inferences, and context-independent reasoning. We propose that grounded cognition offers a framework for understanding these findings, highlighting the bidirectional relationship between perception and conception, perceptual design features, and guided perceptual routines for supporting students\' meaning making from simulations. Finally, we propose testable instructional strategies for using simulations in statistics education.
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  • 文章类型: Journal Article
    19世纪中叶的开创性研究表明,通过训练,皮肤表面对触觉线索的感知得到改善,这被称为触觉学习。令人惊讶的是,触觉学习也发生在身体部位和皮肤位置,不参与训练。例如,手指训练后,触觉学习转移到相邻的未经训练的手指。这表明,触觉学习的转移遵循体位模式,并涉及大脑区域,如初级体感皮层(S1),其中经过训练和未经训练的身体部位和皮肤位置彼此靠近。然而,其他结果表明,在S1中彼此不接近的身体部位之间发生转移-例如,手和脚之间。这些和类似的发现导致了额外的皮层机制来解释触觉学习的转移的建议。这里,审查了不同的机制,并讨论了它们在多大程度上可以解释触觉学习的迁移。所有这些机制的共同点是,它们在受过训练和未经训练的身体部位和皮肤位置之间具有代表性或功能关系。然而,这些机制都不能单独解释转移结果的复杂模式,不同的机制很可能相互作用以实现转移,也许与更高的体感和决策领域一致。
    Pioneering investigations in the mid-19th century revealed that the perception of tactile cues presented to the surface of the skin improves with training, which is referred to as tactile learning. Surprisingly, tactile learning also occurs for body parts and skin locations that are not physically involved in the training. For example, after training of a finger, tactile learning transfers to adjacent untrained fingers. This suggests that the transfer of tactile learning follows a somatotopic pattern and involves brain regions such as the primary somatosensory cortex (S1), in which the trained and untrained body parts and skin locations are represented close to each other. However, other results showed that transfer occurs between body parts that are not represented close to each other in S1-for example, between the hand and the foot. These and similar findings have led to the suggestion of additional cortical mechanisms to explain the transfer of tactile learning. Here, different mechanisms are reviewed, and the extent to which they can explain the transfer of tactile learning is discussed. What all of these mechanisms have in common is that they assume a representational or functional relationship between the trained and untrained body parts and skin locations. However, none of these mechanisms alone can explain the complex pattern of transfer results, and it is likely that different mechanisms interact to enable transfer, perhaps in concert with higher somatosensory and decision-making areas.
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  • 文章类型: Journal Article
    个人空间(PPS)中的视觉对象,被感知得比更远的更快,出现在外部空间(EPS)。这显示了对我们身体附近的视觉刺激的优先处理。这样的优势应该有利于视觉感知学习,与远非观察者相比,但是最近在线测试协议提供了相反的证据,在遥远的空间中表现出更大的感知学习。这里,我们进行了两项基于实验室的实验,调查PPS和EPS中的视觉训练是否具有不同的效果.我们使用水平PonzoIllusion创建了一个横向的深度视角,而参与者完成了一项视觉搜索任务,在该任务中,他们报告了特定的目标物体方向(例如,一个向上指向的三角形)出现在干扰者中。此任务在训练阶段之前和之后在(虚幻的)近或远空间中完成了一个小时。在实验1中,临近空间在左半球,而在实验2中,它是正确的。结果表明,在这两个实验中,参与者在远空间训练后更准确,而在近空间的训练导致了远空间的改善(实验。1),或无变化(实验2).此外,当刺激出现在左侧时,我们发现视觉感知学习比右半球更大。不同于视觉处理,视觉感知学习在远空间更有效。我们认为深度是可以用来改善人类视觉学习的关键维度。
    Visual objects in the peripersonal space (PPS) are perceived faster than farther ones appearing in the extrapersonal space (EPS). This shows preferential processing for visual stimuli near our body. Such an advantage should favour visual perceptual learning occurring near, as compared with far from observers, but opposite evidence has been recently provided from online testing protocols, showing larger perceptual learning in the far space. Here, we ran two laboratory-based experiments investigating whether visual training in PPS and EPS has different effects. We used the horizontal Ponzo Illusion to create a lateralized depth perspective while participants completed a visual search task in which they reported whether or not a specific target object orientation (e.g., a triangle pointing upwards) was present among distractors. This task was completed before and after a training phase in either the (illusory) near or far space for 1 h. In Experiment 1, the near space was in the left hemispace, whereas in Experiment 2, it was in the right. Results showed that, in both experiments, participants were more accurate after training in the far space, whereas training in the near space led to either improvement in the far space (Experiment 1), or no change (Experiment 2). Moreover, we found a larger visual perceptual learning when stimuli were presented in the left compared with the right hemispace. Differently from visual processing, visual perceptual learning is more effective in the far space. We propose that depth is a key dimension that can be used to improve human visual learning.
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