I am a Machine Learning and Computer Vision researcher making machines understand and generate representations of humans in 2D and 3D. I joined Facebook Reality Labs in March 2019 to make my vision of better and easier interaction between humans and machines become a reality.
Before joining Facebook, I worked at a startup which was acquired by Amazon. I did my PhD at the Bernstein Center for Computational Neuroscience Tübingen and the Max Planck Institute for Intelligent Systems.
We propose a joined training for neural radiance fields and a deformation field which enables us to do 4D reconstruction over time, even using only a single camera.
We extend deferred neural rendering to articulated settings, specifically humans, and demonstrate fast and high quality rendering performance.
A very efficient differentiable renderer, tightly integrated with PyTorch and PyTorch3D.