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{
    "pk": 26984,
    "title": "Learning to See People Like People: Predicting Social Impressions of Faces",
    "subtitle": null,
    "abstract": "Humans make complex inferences on faces, ranging from ob-jective properties (gender, ethnicity, expression, age, identity,etc) to subjective judgments (facial attractiveness, trustworthi-ness, sociability, friendliness, etc). While the objective as-pects of face perception have been extensively studied, rela-tively fewer computational models have been developed forthe social impressions of faces. Bridging this gap, we de-velop a method to predict human impressions of faces in 40subjective social dimensions, using deep representations fromstate-of-the-art neural networks. We find that model perfor-mance grows as the human consensus on a face trait increases,and that model predictions outperform human groups in cor-relation with human averages. This illustrates the learnabilityof subjective social perception of faces, especially when thereis high human consensus. Our system can be used to decidewhich photographs from a personal collection will make thebest impression. The results are significant for the field of so-cial robotics, demonstrating that robots can learn the subjectivejudgments defining the underlying fabric of human interaction.",
    "language": "eng",
    "license": {
        "name": "",
        "short_name": "",
        "text": null,
        "url": ""
    },
    "keywords": [
        {
            "word": "social impression; deep learning; face perception"
        }
    ],
    "section": "Talks: Papers",
    "is_remote": true,
    "remote_url": "https://escholarship.org/uc/item/2rc145bj",
    "frozenauthors": [
        {
            "first_name": "Amanda",
            "middle_name": "",
            "last_name": "Song",
            "name_suffix": "",
            "institution": "University of California, San Diego",
            "department": ""
        },
        {
            "first_name": "Li",
            "middle_name": "",
            "last_name": "Linjie",
            "name_suffix": "",
            "institution": "Purdue University",
            "department": ""
        },
        {
            "first_name": "Chad",
            "middle_name": "",
            "last_name": "Atalla",
            "name_suffix": "",
            "institution": "University of California, San Diego",
            "department": ""
        },
        {
            "first_name": "Garrison",
            "middle_name": "",
            "last_name": "Cottrell",
            "name_suffix": "",
            "institution": "University of California, San Diego",
            "department": ""
        }
    ],
    "date_submitted": null,
    "date_accepted": null,
    "date_published": "2017-01-01T21:00:00+03:00",
    "render_galley": null,
    "galleys": [
        {
            "label": "PDF",
            "type": "pdf",
            "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/26984/galley/16620/download/"
        }
    ]
}