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Testing the Effectiveness of Augmenting Perceptual Training With Annotations and Steps in a Difficult Visual Discrimination Task

Title: Testing the Effectiveness of Augmenting Perceptual Training With Annotations and Steps in a Difficult Visual Discrimination Task
Authors: Marris, Jessica; Perfors, Andrew; Gibson, Robert N; Gaillard, Frank; Howe, Piers
Source: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 45, iss 45
Publisher Information: eScholarship, University of California
Publication Year: 2023
Collection: University of California: eScholarship
Subject Terms: Psychology; Concepts and categories; Learning; Perception
Description: Perceptual training has been shown to be an effective and rapid way of training people to make simple diagnoses using medical images. However, it appears to be less effective at training people to make more complex diagnoses that require non-binary judgements. In the present study, we investigated whether perceptual training could be augmented to make it more effective and what factors limited its effectiveness. In Experiment 1, we created artificial stimuli that were designed to simulate liver ultrasound images to assess perceptual learning for a complex task that involved judgements on a 7-point scale. Whilst performance improved somewhat with training, we found that incorporating annotations into the training provided no benefits. Additionally, contrary to our expectations, training that was structured in a stepped fashion was detrimental to learning. In Experiment 2, we found that perceptual learning in a simple task with shaded disks was most impacted by the extent to which the brightness levels of each disk were discriminable but that attending to multiple locations did not result in a significant cost to performance. Our findings show that augmenting perceptual training does not increase learning and that learning is less when the relevant features are harder to discriminate.
Document Type: article in journal/newspaper
File Description: application/pdf
Language: unknown
Relation: qt1ng0b547; https://escholarship.org/uc/item/1ng0b547; https://escholarship.org/content/qt1ng0b547/qt1ng0b547.pdf
Availability: https://escholarship.org/uc/item/1ng0b547; https://escholarship.org/content/qt1ng0b547/qt1ng0b547.pdf
Rights: CC-BY
Accession Number: edsbas.B4D0CBD7
Database: BASE