Researchers have developed a novel method for face compositing that addresses the common issue of inconsistent lighting between a composited face and its background. This new technique, termed geometry-driven form-shadow injection, focuses on darkening the face rather than re-synthesizing it, thereby preserving identity, skin tone, and texture. The pipeline estimates a per-pixel gain field from a 3D face proxy to darken the linear RGB values, ensuring that the chromaticity is not altered. It also incorporates scene cues to estimate key-light direction and uses a three-parameter transfer function to control shadow magnitude, offering a more photorealistic result without altering the original face's identity. AI
IMPACT This research could improve the realism of AI-generated or manipulated faces in applications like video conferencing and digital avatars.
RANK_REASON This is a research paper detailing a new technical method. [lever_c_demoted from research: ic=1 ai=1.0]
- arXiv
- cs.CV
- Geometry-Driven Shadow Harmonisation for Composited Faces: A Multiplicative, Albedo-Preserving Relighting Pipeline
- Hugging Face
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