UTCS Colloquia/AI - Derek Hoiem/University of Illinois at Urbana-Champaign, "Representing and Inferring the 3D Layout of Rooms", ACES 2.302
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Type o
f Talk: UTCS Colloquia/AI
Speaker/Affiliation: Derek Hoiem/University
of Illinois at Urbana-Champaign
Talk Audience: UTCS Faculty, Graduate
Students, Undergraduate Students and Outside Interested Parties
Date
/Time: Friday, April 6, 2012, 11:00 am
Location: ACES 2.302
Ho
st: Kristen Grauman
Talk Title: Representing and Inferring the 3D Layo
ut of Rooms
Abstract:
We humans spend much of our time working,
playing, and sleeping in rooms and can operate effectively in them. But co
mputers have difficulty interpreting rooms because many important surfaces
are hidden and nearby objects exhibit confusing perspective effects. For co
mputers to interpret, navigate, or interact in rooms, they need better r
epresentations of space. I will describe our efforts to represent and infer
3D layout of rooms. I will show how we can use structural priors to detect
hidden boundaries and to create perspective-robust models of object appear
ance. I''ll present results for inferring the 3D layout of walls and furnit
ure from one image. I''ll also present an application to inserting 3D objec
ts into an image and relighting them (including cool videos). Finally, I''
ll touch on our most recent work to organize an RGB-depth image into surfac
es and objects with physical support relations and will discuss the most pr
essing future directions.
Bio:
Derek Hoiem is an assistant professor
in Computer Science at the University of Illinois at Urbana-Champaign (UIU
C). Before joining the UIUC faculty in 2009, Derek completed his Ph.D. in
Robotics at Carnegie Mellon University in 2007 and was a postdoctoral fello
w at the Beckman Institute from 2007-2008. Derek‚s research interests foc
us on 3D scene interpretation and object recognition. His work has been rec
ognized with a CVPR 2006 Best Paper award, a 2008 ACM Doctoral Dissertatio
n Award honorable mention, and a 2011 NSF CAREER award.
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