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{
    "pk": 29941,
    "title": "Modeling Gestalt Visual Reasoning on Ravens Progressive Matrices UsingGenerative Image Inpainting Techniques",
    "subtitle": null,
    "abstract": "Psychologists recognize Raven’s Progressive Matrices as an effective test of general intelligence. While many computa-tional models investigate top-down, deliberative reasoning on the test, there has been less research on bottom-up perceptualprocesses, like Gestalt image completion, that are also critical in human test performance. We investigate how Gestalt vi-sual reasoning on the Raven’s test can be modeled using generative image inpainting techniques from computer vision.We demonstrate that a reasoning agent using an off-the-shelf inpainting model trained on object photographs achieves ascore of 27/36 on the Colored Progressive Matrices, which corresponds to average performance for nine-year-old chil-dren. When our agent uses inpainting models trained on other datasets (faces, places, and textures), performance is lower.Our results illustrate how learning visual regularities in real-world images can translate into successful reasoning aboutartificial test stimuli, and also how different learning inputs translate into different levels of performance.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [],
    "section": "Poster Session 3",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/45q0g1j5",
    "frozenauthors": [
        {
            "first_name": "Tianyu",
            "middle_name": "",
            "last_name": "Hua",
            "name_suffix": "",
            "institution": "Vanderbilt University",
            "department": ""
        },
        {
            "first_name": "Maithilee",
            "middle_name": "",
            "last_name": "Kunda",
            "name_suffix": "",
            "institution": "Vanderbilt University",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2020-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/29941/galley/19795/download/"
        }
    ]
}