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Author | Marçal Rusiñol; J. Chazalon; Jean-Marc Ogier | ||||
Title | Filtrage de descripteurs locaux pour l'amélioration de la détection de documents | Type | Conference Article | ||
Year | 2016 | Publication | Colloque International Francophone sur l'Écrit et le Document | Abbreviated Journal | |
Volume | Issue | Pages | |||
Keywords | Local descriptors; mobile capture; document matching; keypoint selection | ||||
Abstract | In this paper we propose an effective method aimed at reducing the amount of local descriptors to be indexed in a document matching framework.In an off-line training stage, the matching between the model document and incoming images is computed retaining the local descriptors from the model that steadily produce good matches. We have evaluated this approach by using the ICDAR2015 SmartDOC dataset containing near 25000 images from documents to be captured by a mobile device. We have tested the performance of this filtering step by using ORB and SIFT local detectors and descriptors. The results show an important gain both in quality of the final matching as well as in time and space requirements. | ||||
Address | Toulouse; France; March 2016 | ||||
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Language | Summary Language | Original Title | |||
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Area | Expedition | Conference | CIFED | ||
Notes | DAG; 600.084; 600.077 | Approved | no | ||
Call Number | Admin @ si @ RCO2016 | Serial | 2755 | ||
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