Efficient storage and processing of high-dimensional feature vectors

LCM Remis, V Gupta, CR Strong, PR Lantz - US Patent 11,055,349, 2021 - Google Patents
In one embodiment, an apparatus comprises a storage device and a processor. The storage
device stores a feature vector index, wherein the feature vector index comprises a sparse-
array data structure representing a feature space for a set of labeled feature vectors, wherein
the set of labeled feature vectors are assigned to a plurality of classes. The processor is to:
receive a query corresponding to a target feature vector; access, via the storage device, a
first portion of the feature vector index, wherein the first portion of the feature vector index …
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