What's in a Decade? Transforming Faces Through Time

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dc.contributor.authorChen, Eric Mingen_US
dc.contributor.authorSun, Jinen_US
dc.contributor.authorKhandelwal, Apoorven_US
dc.contributor.authorLischinski, Danien_US
dc.contributor.authorSnavely, Noahen_US
dc.contributor.authorAverbuch-Elor, Hadaren_US
dc.contributor.editorMyszkowski, Karolen_US
dc.contributor.editorNiessner, Matthiasen_US
dc.date.accessioned2023-05-03T06:10:21Z
dc.date.available2023-05-03T06:10:21Z
dc.date.issued2023
dc.description.abstractHow can one visually characterize photographs of people over time? In this work, we describe the Faces Through Time dataset, which contains over a thousand portrait images per decade from the 1880s to the present day. Using our new dataset, we devise a framework for resynthesizing portrait images across time, imagining how a portrait taken during a particular decade might have looked like had it been taken in other decades. Our framework optimizes a family of per-decade generators that reveal subtle changes that differentiate decades-such as different hairstyles or makeup-while maintaining the identity of the input portrait. Experiments show that our method can more effectively resynthesizing portraits across time compared to state-of-theart image-to-image translation methods, as well as attribute-based and language-guided portrait editing models. Our code and data will be available at facesthroughtime.github.io.en_US
dc.description.number2
dc.description.sectionheadersFaces
dc.description.seriesinformationComputer Graphics Forum
dc.description.volume42
dc.identifier.doi10.1111/cgf.14761
dc.identifier.issn1467-8659
dc.identifier.pages281-291
dc.identifier.pages11 pages
dc.identifier.urihttps://doi.org/10.1111/cgf.14761
dc.identifier.urihttps://diglib.eg.org:443/handle/10.1111/cgf14761
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.subjectCCS Concepts: Computing methodologies -> Image manipulation; Computer graphics; Computer vision
dc.subjectComputing methodologies
dc.subjectImage manipulation
dc.subjectComputer graphics
dc.subjectComputer vision
dc.titleWhat's in a Decade? Transforming Faces Through Timeen_US
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