Applied AI across vision, generative modeling, domain adaptation, and 3D/geo-spatial analysis.
International Conference on Machine Learning (ICML), 2025. Sathvik Reddy Chereddy, John Femiani.
Gaussian-Softmax diffusion blends discrete sketch primitives with continuous CAD parameters to synthesize routable drawings from SketchGraphs.
European Conference on Computer Vision (ECCV), 2022. Peihao Zhu, Rameen Abdal, John Femiani, Peter Wonka.
Pose-aware neural editing transfers hairstyles between varied viewpoints using StyleGAN priors and volumetric constraints.
SIGGRAPH, 2022. Rameen Abdal, Peihao Zhu, John Femiani, Niloy J. Mitra, Peter Wonka.
Links CLIP guidance with StyleGAN to mine semantically meaningful latent edit directions without labeled supervision.
International Conference on Learning Representations (ICLR), 2022. Peihao Zhu, Rameen Abdal, John Femiani, Peter Wonka.
Single-shot GAN adaptation with explicit domain-gap scheduling for rapid specialization on novel style domains.
arXiv, 2021. Peihao Zhu, Rameen Abdal, John Femiani, Peter Wonka.
Segmentation-aware GAN inversion keeps high-frequency detail while blending portrait edits.
IEEE Transactions on Visualization and Computer Graphics, 2020. Peihao Zhu, Wamiq Reyaz Para, Anna Fruehstueck, John Femiani, Peter Wonka.
Panoramic capture plus window detectors that power the lab’s architectural datasets and analytics tooling.