Learning to localize objects with structured output regression

M. Blaschko, C. Lampert, in:, Springer, 2008, pp. 2–15.

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Conference Paper | Published
Author
Blaschko,Matthew B; Lampert, ChristophIST Austria
Series Title
LNCS
Abstract
Sliding window classifiers are among the most successful and widely applied techniques for object localization. However, training is typically done in a way that is not specific to the localization task. First a binary classifier is trained using a sample of positive and negative examples, and this classifier is subsequently applied to multiple regions within test images. We propose instead to treat object localization in a principled way by posing it as a problem of predicting structured data: we model the problem not as binary classification, but as the prediction of the bounding box of objects located in images. The use of a joint-kernel framework allows us to formulate the training procedure as a generalization of an SVM, which can be solved efficiently. We further improve computational efficiency by using a branch-and-bound strategy for localization during both training and testing. Experimental evaluation on the PASCAL VOC and TU Darmstadt datasets show that the structured training procedure improves pe rformance over binary training as well as the best previously published scores.
Publishing Year
Date Published
2008-11-17
Volume
5302
Page
2 - 15
Conference
ECCV: European Conference on Computer Vision
IST-REx-ID

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Blaschko M, Lampert C. Learning to localize objects with structured output regression. In: Vol 5302. Springer; 2008:2-15. doi:10.1007/978-3-540-88682-2_2
Blaschko, M., & Lampert, C. (2008). Learning to localize objects with structured output regression (Vol. 5302, pp. 2–15). Presented at the ECCV: European Conference on Computer Vision, Springer. https://doi.org/10.1007/978-3-540-88682-2_2
Blaschko, Matthew, and Christoph Lampert. “Learning to Localize Objects with Structured Output Regression,” 5302:2–15. Springer, 2008. https://doi.org/10.1007/978-3-540-88682-2_2.
M. Blaschko and C. Lampert, “Learning to localize objects with structured output regression,” presented at the ECCV: European Conference on Computer Vision, 2008, vol. 5302, pp. 2–15.
Blaschko M, Lampert C. 2008. Learning to localize objects with structured output regression. ECCV: European Conference on Computer Vision, LNCS, vol. 5302. 2–15.
Blaschko, Matthew, and Christoph Lampert. Learning to Localize Objects with Structured Output Regression. Vol. 5302, Springer, 2008, pp. 2–15, doi:10.1007/978-3-540-88682-2_2.

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