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My research focuses on understanding long sequences of outdoor imagery, specifically algorithms for inferring properties of the camera, the static scene, and the transient objects. See my research statement (pdf, sorry) for the most complete summary of my research.
Below are links to some of my projects. Please see my list of publications for projects without dedicated webpages.
We are collecting, analyzing, and making available millions of images from webcams around the world.
We demonstrate that it is possible to geolocalize static cameras using natural variations in the world (e.g., the diurnal cycle and the weather)
This work explores techniques and surveillance applications of keeping background models at different timescales.
We learn the distribution of object shapes conditioned on image location and use this to improve moving object segmentation and to enable anomalous shape detection.
We describe an efficient method for object tracking in constrained scenes.
We explore the relationship between image motion and compressive sensing camera designs.