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US09454806B2 Efficient approximate-nearest-neighbor (ANN) search for high-quality collaborative filtering 有权
高效近似最近邻(ANN)搜索高质量协同过滤

Efficient approximate-nearest-neighbor (ANN) search for high-quality collaborative filtering
Abstract:
A computer implemented method of performing an approximate-nearest-neighbor search is disclosed. The method comprises dividing an image into a plurality of tiles. Further, for each of the plurality of tiles, perform the following in parallel on a processor: (a) dividing image patches into a plurality of clusters, wherein each cluster comprises similar images patches, and wherein the dividing continues recursively until a size of a cluster is below a threshold value; (b) performing a nearest-neighbor query within each of the plurality of clusters; and (c) performing collaborative filtering in parallel for each image patch, wherein the collaborative filtering aggregates and processes nearest neighbor image patches from a same cluster containing a respective image patch to form an output image.
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