Invention Grant
- Patent Title: Efficient approximate-nearest-neighbor (ANN) search for high-quality collaborative filtering
- Patent Title (中): 高效近似最近邻(ANN)搜索高质量协同过滤
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Application No.: US14632782Application Date: 2015-02-26
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Publication No.: US09454806B2Publication Date: 2016-09-27
- Inventor: Dawid Stanislaw Pajak , Yun-Ta Tsai , Markus Steinberger
- Applicant: NVIDIA Corporation
- Applicant Address: US CA Santa Clara
- Assignee: NVIDIA CORPORATION
- Current Assignee: NVIDIA CORPORATION
- Current Assignee Address: US CA Santa Clara
- Main IPC: G06T5/00
- IPC: G06T5/00

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.
Public/Granted literature
- US20150206285A1 EFFICIENT APPROXIMATE-NEAREST-NEIGHBOR (ANN) SEARCH FOR HIGH-QUALITY COLLABORATIVE FILTERING Public/Granted day:2015-07-23
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