"Excavating AI" Re-excavated: Debunking a Fallacious Account of the JAFFE Dataset
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| Format: | Recurso digital |
| Sprache: | Englisch |
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Zenodo
2021
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| _version_ | 1866902223780315136 |
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| author | Lyons, Michael J. |
| author_facet | Lyons, Michael J. |
| contents | <p>Twenty-five years ago, my colleagues Miyuki Kamachi and Jiro Gyoba and I designed and photographed JAFFE, a set of facial expression images intended for use in a study of face perception. In 2019, without seeking permission or informing us, Kate Crawford and Trevor Paglen exhibited JAFFE in two widely publicized art shows. In addition, they published a nonfactual account of the images in the essay “Excavating AI: The Politics of Images in Machine Learning Training Sets.” The present article recounts the creation of the JAFFE dataset and unravels each of Crawford and Paglen’s fallacious statements. I also discuss JAFFE more broadly in connection with research on facial expression, affective computing, and human-computer interaction.</p> <p>#HowtoSeeLikeaMachine</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_5147170 |
| institution | Zenodo |
| language | eng |
| publishDate | 2021 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | "Excavating AI" Re-excavated: Debunking a Fallacious Account of the JAFFE Dataset Lyons, Michael J. facial expression, machine learning, training sets, affective computing, artificial intelligence #HowtoSeeLikeaMachine <p>Twenty-five years ago, my colleagues Miyuki Kamachi and Jiro Gyoba and I designed and photographed JAFFE, a set of facial expression images intended for use in a study of face perception. In 2019, without seeking permission or informing us, Kate Crawford and Trevor Paglen exhibited JAFFE in two widely publicized art shows. In addition, they published a nonfactual account of the images in the essay “Excavating AI: The Politics of Images in Machine Learning Training Sets.” The present article recounts the creation of the JAFFE dataset and unravels each of Crawford and Paglen’s fallacious statements. I also discuss JAFFE more broadly in connection with research on facial expression, affective computing, and human-computer interaction.</p> <p>#HowtoSeeLikeaMachine</p> |
| title | "Excavating AI" Re-excavated: Debunking a Fallacious Account of the JAFFE Dataset |
| topic | facial expression, machine learning, training sets, affective computing, artificial intelligence #HowtoSeeLikeaMachine |
| url | https://doi.org/10.5281/zenodo.5147170 |