[AI Seminar] AI Seminar Sponsored by Apple -- Shubham Tulsiani, Learning from Geometry and Parsimony in the Visual World

Han Zhao han.zhao at cs.cmu.edu
Sat Nov 23 10:00:26 EST 2019


Dear faculty and students:

We look forward to seeing you on Tuesday, Nov. 26th, at noon in *NSH 3305 *for
our AI Seminar sponsored by Apple. To learn more about the seminar series,
please visit the website <http://www.cs.cmu.edu/~aiseminar/>.
On Tuesday, Shubham Tulsiani will give the following talk:
*Title: Learning from Geometry and Parsimony in the Visual World*

*Abstract:* We live in a structured world, and perceive it in specific
ways. In this talk, I’ll argue that approaches that aim to understand the
visual world should leverage this in form of inductive biases. I will
present a line of work that, by building in the notion that our 2D percepts
are projections of an underlying 3D world, can allow us to bypass the need
of supervision and learn to infer this 3D, as well as recover 2D to 2D
correspondences. I will also show that simply leveraging a prior that
complex structures (scenes, objects, etc.) can be thought to have simpler
components, we can discover these underlying components, and obtain
representations which can more accurately perform downstream tasks e.g.
future prediction or robotics manipulation.
-- 

*Han ZhaoMachine Learning Department*


*School of Computer ScienceCarnegie Mellon UniversityMobile: +1-*
*412-652-4404*
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