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Sanjeev Jagannatha Koppal
PhD Student
Associated center: VASC
Email address: koppal@cs.cmu.edu
Mailing address:
Carnegie Mellon University
Robotics Institute
5000 Forbes Avenue
Pittsburgh, PA 15213
For more information, see my personal homepage.
Jump to: Research interests | Keywords | Publications
I am interested in how the physics of scene appearance can help us improve data-driven algorithms for computer vision.
There are well-studied appearance models from physics which are applied and extended in computer graphics. These models have typically been too unwieldy and intractable for broad use in computer vision.
Instead, data-driven techniques used on sets of images and videos have met with some success. But these approaches do not usually consider the underlying physics-based appearance model that generated the image and video data.
I am trying to use appearance models to strengthen data-driven algorithms with clues obtained by understanding how scene properties combine to produce images. I want to use these physics-based clues to create novel data-driven algorithms with applications for computer vision and computer graphics.
computer vision, machine learning, and optics
Note: This list may not be comprehensive. It contains only those publications in the RI publications database. Entries are listed in reverse chronological order.