content type videopublished August 12, 2025
Apple Workshop on Privacy-Preserving Machine Learning 2025: Scalable Private Search with Wally
AuthorsRehan Rishi and Haris Mughees (Apple)
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Large-Scale High-Quality 3D Gaussian Head Reconstruction from Multi-View Captures
May 8, 2026research area Computer Vision
We propose HeadsUp, a scalable feed-forward method for reconstructing high-quality 3D Gaussian heads from large-scale multi-camera setups. Our method employs an efficient encoder-decoder architecture that compresses input views into a compact latent representation. This latent representation is then decoded into a set of UV-parameterized 3D Gaussians anchored to a neutral head template. This UV representation decouples the number of 3D Gaussians…
At Apple, we believe privacy is a fundamental human right. As AI capabilities increase and become more integrated into people’s daily lives, advancing research in privacy-preserving techniques is increasingly important to ensure privacy is protected while users enjoy innovative AI experiences.
Apple’s fundamental research has consistently pushed the state-of-the-art in this domain, and earlier this year, we hosted the Workshop on…
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