Realistic Facial Age Transformation with 3D Uplifting

dc.contributor.authorLi, Xiaohuien_US
dc.contributor.authorGuarnera, Giuseppe Claudioen_US
dc.contributor.authorLin, Arvinen_US
dc.contributor.authorGhosh, Abhijeeten_US
dc.contributor.editorGarces, Elenaen_US
dc.contributor.editorHaines, Ericen_US
dc.date.accessioned2024-06-25T10:19:26Z
dc.date.available2024-06-25T10:19:26Z
dc.date.issued2024
dc.description.abstractWhile current facial re-ageing methods can produce realistic results, they purely focus on the 2D age transformation. In this work, we present an approach to transform the age of a person in both facial appearance and shape across different ages while preserving their identity. We employ an α-(de)blending diffusion network with an age-to-α transformation to generate coarse structure changes, such as wrinkles. Additionally, we edit biophysical skin properties, including melanin and hemoglobin, to simulate skin color changes, producing realistic re-ageing results from ages 10 to 80 years. We also propose a geometric neural network that alters the coarse scale facial geometry according to age, followed by a lightweight and efficient network that adds appropriate skin displacement on top of the coarse geometry. Both qualitative and quantitative comparisons show that our method outperforms current state-of-the-art approaches.en_US
dc.description.number4
dc.description.sectionheadersRelighting
dc.description.seriesinformationComputer Graphics Forum
dc.description.volume43
dc.identifier.doi10.1111/cgf.15146
dc.identifier.issn1467-8659
dc.identifier.pages12 pages
dc.identifier.urihttps://doi.org/10.1111/cgf.15146
dc.identifier.urihttps://diglib.eg.org/handle/10.1111/cgf15146
dc.publisherThe Eurographics Association and John Wiley & Sons Ltd.en_US
dc.rightsAttribution 4.0 International License
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectCCS Concepts: Computing methodologies → Texturing; Reflectance modeling; Shape modeling
dc.subjectComputing methodologies → Texturing
dc.subjectReflectance modeling
dc.subjectShape modeling
dc.titleRealistic Facial Age Transformation with 3D Upliftingen_US
Files
Original bundle
Now showing 1 - 2 of 2
Loading...
Thumbnail Image
Name:
v43i4_02_cgf15146.pdf
Size:
21.94 MB
Format:
Adobe Portable Document Format
Loading...
Thumbnail Image
Name:
paper1026_supp.pdf
Size:
2.33 MB
Format:
Adobe Portable Document Format
Collections