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{
    "pk": 27868,
    "title": "Same-different problems strain covolutional neural networks",
    "subtitle": null,
    "abstract": "The robust and efficient recognition of visual relations in im-ages is a hallmark of biological vision. We argue that, de-spite recent progress in visual recognition, modern machinevision algorithms are severely limited in their ability to learnvisual relations. Through controlled experiments, we demon-strate that visual-relation problems strain convolutional neuralnetworks (CNNs). The networks eventually break altogetherwhen rote memorization becomes impossible, as when intra-class variability exceeds network capacity. Motivated by thecomparable success of biological vision, we argue that feed-back mechanisms including attention and perceptual groupingmay be the key computational components underlying abstractvisual reasoning.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Visual relations"
        },
        {
            "word": "Convolutional Neural Networks"
        },
        {
            "word": "Deep learning"
        },
        {
            "word": "Visual attentino"
        },
        {
            "word": "Perceptual Grouping"
        }
    ],
    "section": "Publication-based-Talks",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/9zz2g6g1",
    "frozenauthors": [
        {
            "first_name": "Mathew",
            "middle_name": "",
            "last_name": "Ricci",
            "name_suffix": "",
            "institution": "Brown",
            "department": ""
        },
        {
            "first_name": "Junkyung",
            "middle_name": "",
            "last_name": "Kim",
            "name_suffix": "",
            "institution": "Brown",
            "department": ""
        },
        {
            "first_name": "Thomas",
            "middle_name": "",
            "last_name": "Serre",
            "name_suffix": "",
            "institution": "Brown",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2018-01-01T18:00:00Z",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/27868/galley/17506/download/"
        }
    ]
}