593 search results - page 1 / 119 » Optimizing Complex Loss Functions in Structured Prediction |
80
Voted
ECCV
2010
Springer
15 years 4 months ago
2010
Springer
Abstract. In this paper we develop an algorithm for structured prediction that optimizes against complex performance measures, those which are a function of false positive and fals...
105
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CVPR
2012
IEEE
13 years 1 months ago
2012
IEEE
We describe a novel max-margin parameter learning approach for structured prediction problems under certain non-decomposable performance measures. Structured prediction is a commo...
EMMCVPR
2011
Springer
13 years 10 months ago
2011
Springer
The recently proposed ImageNet dataset consists of several million images, each annotated with a single object category. However, these annotations may be imperfect, in the sense t...
100
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ICML
2010
IEEE
15 years 1 days ago
2010
IEEE
Many structured prediction tasks involve complex models where inference is computationally intractable, but where it can be well approximated using a linear programming relaxation...
101
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JMLR
2010
14 years 5 months ago
2010
Structured prediction tasks pose a fundamental trade-off between the need for model complexity to increase predictive power and the limited computational resources for inference i...