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» Convex Learning with Invariances

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PKDD
2010
Springer

184views Data Mining» more PKDD 2010»

Shift-Invariant Grouped Multi-task Learning for Gaussian Processes

13 years 8 months ago

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Multi-task learning leverages shared information among data sets to improve the learning performance of individual tasks. The paper applies this framework for data where each task ...

Yuyang Wang, Roni Khardon, Pavlos Protopapas

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FGR
2000
IEEE

112views Biometrics» more FGR 2000»

Viewpoint-Invariant Learning and Detection of Human Heads

14 years 2 months ago

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We present a method to learn models of human heads for the purpose of detection from different viewing angles. We focus on a model where objects are represented as constellations ...

Markus Weber, Wolfgang Einhäuser, Max Welling...

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IJCV
2007

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Weakly Supervised Scale-Invariant Learning of Models for Visual Recognition

13 years 9 months ago

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We investigate a method for learning object categories in a weakly supervised manner. Given a set of images known to contain the target category from a similar viewpoint, learning...

Robert Fergus, Pietro Perona, Andrew Zisserman

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VMCAI
2010
Springer

172views Software Engineering» more VMCAI 2010»

Deriving Invariants by Algorithmic Learning, Decision Procedures, and Predicate Abstraction

14 years 4 months ago

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Yungbum Jung, Soonho Kong, Bow-Yaw Wang, Kwangkeun...

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