Research Topics

Video Understanding. We develop deep learning methods for action recognition and prediction, human tracking and object detection, text-video retrieval and video question answering.

Anomaly Detection. We develop data-efficient methods for anomaly detection in volumetric data, and for anomaly detection in appearance and geometry through neural reconstruction.

Generative AI. We focus on generation of realistic training data for vision tasks, on neural rendering for generative design, and on geometric deep learning of physics-informed simulations.

Auto ML. We automate the design of neural networks for image and video understanding tasks.