Image understanding,including standard
tasks like object detection and panoptic segmentation, and novel
definitions of scene parsing and understanding
Perception of 3D world from images and videos
Vision and language, in particular purposeful/informative image
descriptions and using language as input to recognition tasks
(e.g., "open vocabulary detection"
Synthesis and perception of non-photorealistic imagery; image
synthesis and stylization, and lifting 2D imagery to 3D
Automatic processing and recognition of sign language
Machine learning: example-base methods, un-, self- and
semi-supervised learning of representations
Publications
While I work on a better presentation of my current and recent
projects, you can find the up to date list of my publications here
(sorted by year).
I regularly teach two courses at TTIC/University of Chicago:
TTIC 31020, Introduction to Machine Learning (next offering by me:
Autumn 2022)
TTIC 31040, Introduction to Computer Vision (next offering: Winter 2022)