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We propose QualitEye\u2014the first method for verifying image-based gaze data quality. QualitEye employs a new semantic representation of eye images that contains the information required for verification while excluding irrelevant information for better domain adaptation. QualitEye covers a public setting where parties can freely exchange data and a privacy-preserving setting where parties cannot reveal their raw data nor derive gaze features\/labels of others with adapted private set intersection protocols. We evaluate QualitEye on the MPIIFaceGaze and GazeCapture datasets and achieve a high verification performance (with a small overhead in runtime for privacy-preserving versions). Hence, QualitEye\u00a0 paves the way for new gaze analysis methods at the intersection of machine learning, human-computer interaction, and cryptography.<\/jats:p>","DOI":"10.1145\/3806015","type":"journal-article","created":{"date-parts":[[2026,5,28]],"date-time":"2026-05-28T12:44:33Z","timestamp":1779972273000},"page":"1-23","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["QualitEye: Public and Privacy-preserving Gaze Data Quality Verification ETRA001"],"prefix":"10.1145","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6490-9139","authenticated-orcid":false,"given":"Mayar","family":"Elfares","sequence":"first","affiliation":[{"name":"University of Stuttgart","place":["Stuttgart, Germany"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1808-6140","authenticated-orcid":false,"given":"Pascal","family":"Reisert","sequence":"additional","affiliation":[{"name":"University of Stuttgart","place":["Stuttgart, Germany"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9071-9312","authenticated-orcid":false,"given":"Ralf","family":"K\u00fcsters","sequence":"additional","affiliation":[{"name":"University of Stuttgart","place":["Stuttgart, Germany"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6317-7303","authenticated-orcid":false,"given":"Andreas","family":"Bulling","sequence":"additional","affiliation":[{"name":"University of Stuttgart","place":["Stuttgart, Germany"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2026,5,28]]},"reference":[{"key":"e_1_3_3_2_2","doi-asserted-by":"publisher","unstructured":"Yomna Abdelrahman Anam\u00a0Ahmad Khan Joshua Newn Eduardo Velloso Sherine\u00a0Ashraf Safwat James Bailey Andreas Bulling Frank Vetere and Albrecht Schmidt. 2019. 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