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{
    "pk": 25419,
    "title": "A model for full local image interpretation",
    "subtitle": null,
    "abstract": "We describe a computational model of humans' ability to\nprovide a detailed interpretation of a scene’s components.\nHumans can identify in an image meaningful components\nalmost everywhere, and identifying these components is an\nessential part of the visual process, and of understanding the\nsurrounding scene and its potential meaning to the viewer.\nDetailed interpretation is beyond the scope of current\nmodels of visual recognition. Our model suggests that this is\na fundamental limitation, related to the fact that existing\nmodels rely on feed-forward but limited top-down\nprocessing. In our model, a first recognition stage leads to\nthe initial activation of class candidates, which is\nincomplete and with limited accuracy. This stage then\ntriggers the application of class-specific interpretation and\nvalidation processes, which recover richer and more\naccurate interpretation of the visible scene. We discuss\nimplications of the model for visual interpretation by\nhumans and by computer vision models",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "Image understanding; visual object\ninterpretation; objects and parts recognition; top-down\nprocessing;"
        }
    ],
    "section": "Papers",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/6048c2sq",
    "frozenauthors": [
        {
            "first_name": "Guy",
            "middle_name": "",
            "last_name": "Ben-Yosef",
            "name_suffix": "",
            "institution": "Department of Computer Science, Weizmann Institute of Science",
            "department": ""
        },
        {
            "first_name": "Liav",
            "middle_name": "",
            "last_name": "Assif",
            "name_suffix": "",
            "institution": "Department of Computer Science, Weizmann Institute of Science",
            "department": ""
        },
        {
            "first_name": "Daniel",
            "middle_name": "",
            "last_name": "Harari",
            "name_suffix": "",
            "institution": "Department of Computer Science, Weizmann Institute of Science, Center for Brains, Minds and Machines, Massachusetts Institute of Technology",
            "department": ""
        },
        {
            "first_name": "Shimon",
            "middle_name": "",
            "last_name": "Ullman",
            "name_suffix": "",
            "institution": "Department of Computer Science, Weizmann Institute of Science, Center for Brains, Minds and Machines, Massachusetts Institute of Technology",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2015-01-01T13:00:00-05:00",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/25419/galley/15043/download/"
        }
    ]
}