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PASCAL First Challenges Workshop 2005 - Southampton

Linear SVM Classification of Visual Objects using a Dense Image Representation

author:Frederic Jurie, INRIA - The French National Institute for Research in Computer Science and Control
published: Feb. 25, 2007, recorded: April 2005, views: 109

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Top » Computer Science » Machine Learning » Kernel Methods » Support Vector Machines

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Slides

Slides
0:02	Linear SVM Classification of Visual Objects using a Dense Image Representation
0:20	Overview
1:33	Codebook construction
1:44	Overview
1:58	Linear SVM Classification of Visual Objects using a Dense Image Representation
3:25	Image representation
4:06	Dimensionality reduction
4:21	Image classification
4:36	Keypoint : Clustering the feature space
6:04	Facing unbalanced densities
6:55	Experiments with the PASCAL dataset (test1 only)
8:54	Bicycles
11:42	Cars
11:47	Motorbikes
11:54	Persons
18:15	cars
18:42	Bikes
19:01	Motorbikes
19:11	People
20:00	Comments on the results
20:04	Conclusions
21:22	Suggestion for next competitions

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