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US 9,430,718 B1Granted
Efficient local feature descriptor filtering
AssigneeSony Corporation
InventorJimmy Engström
Life of this patent
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Abstract
The present disclosure generally relates to methods and computer program products for searching for a similar image among a plurality of stored images, and in particular to a method and computer program product used in a content based image retrieval system where roughly similar images are clustered and feature vectors for the clustered images are filtered based on a matching frequency for the feature vectors among the images in the cluster.
Claims14
A method for searching for a similar image among a plurality of stored images, comprising the steps of:
- for each stored image, calculating only one feature vector representing the content of the stored image,
- calculating distance measures between each stored image of the plurality of stored images by using the one feature vector calculated for each image,
- clustering the plurality of stored images into one or more clusters of stored images based on the calculated distance measures, wherein each cluster comprises one or more stored images,
- for each cluster comprising a plurality of stored images,
- for each stored image in the cluster, calculating a plurality of feature vectors, each representing the content of the stored image,
- performing a matching operation between at least some of the plurality of feature vectors for all of the stored images in the cluster, and
- based on a result of the matching operation, filtering feature vectors which are matched between at least a threshold number of the stored images, and
- storing the filtered feature vectors,
- retrieving an image for which a similar image should be found,
- calculating a plurality of additional feature vectors for the retrieved image,
- finding a similar image among the plurality of stored images by using the stored filtered feature vectors for at least one of the one or more clusters, and the additional feature vectors.
8 more elements
Dependencies are inferred from the claim text.