ARC Colloquium in conjunction with Computer Vision for Robotics Workshop
|Speaker||Prof. Dr. Marc Pollefeys|
|Date & Time||25 November, 2016 @ 1:00 pm to 6:00 pm|
|Venue||NUS School of Computing, Lecture Theatre 19 (LT19)|
There will be time for interaction with the speaker at the end of the seminar. Light refreshment will be served.
Registration is complimentary but pre-registration is required. Please register at https://goo.gl/forms/d38sRSY3ORMXbZud2 by 18 November 2016.
For enquiry, please email: email@example.com
ARC Colloquium Talk: Semantic 3D Reconstruction While purely geometric models of the world can be sufficient for some applications, there are also many applications that need additional semantic information. In this talk, I will focus on 3D reconstruction approaches that combine geometric and appearance cues to obtain semantic 3D reconstructions. Specifically, the approaches I will discuss are formulated as multi-label volumetric segmentation, i.e. each voxel gets assigned a label corresponding to one of the semantic classes considered, including free-space. We propose a formulation representing raw geometric and appearance data as unary or high-order (pixel-ray) energy terms on voxels, with class-pair-specific, learned anisotropic smoothness terms to regularize the results. We will see how by solving both reconstruction and segmentation/recognition jointly the quality of the results improves significantly and we can make progress towards 3D scene understanding.
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