Robust indexing and retrieval of electronic ink
First Claim
1. A system that facilitates indexing and retrieving electronic handwritten ink characters comprising:
- a featurization component that featurizes input ink to yield a membership matrix for each input ink;
a processor component that projects at least the membership matrix for each input ink into a low dimensional space; and
an index component that indexes each input ink using redundant bit vectors in one or more bit vector indices.
2 Assignments
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Accused Products
Abstract
A unique system and method that facilitates indexing and retrieving electronic ink objects with improved efficiency and accuracy is provided. Handwritten words or characters are mapped to a low dimension through a process of segmentation, stroke classification using a neural network, and projection along directions found using OPCA, for example. The employment of OPCA makes these low dimensional representations robust to handwriting variations or noise. Each handwritten word or set of characters is stored along with neighborhood hyperrectangle that represents word variations. Redundant bit vectors are used to index the hyperrectangles for efficient storage and retrieval. Ink-based queries can be submitted in order to retrieve at least one ink object. To do so, the ink query is processed to determine its query point which is represented by a (query) hyperrectangle. A data store can be searched for any hyperrectangles that match the query hyperrectangle.
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Citations
20 Claims
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1. A system that facilitates indexing and retrieving electronic handwritten ink characters comprising:
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a featurization component that featurizes input ink to yield a membership matrix for each input ink;
a processor component that projects at least the membership matrix for each input ink into a low dimensional space; and
an index component that indexes each input ink using redundant bit vectors in one or more bit vector indices. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11)
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12. An ink indexing and retrieval method that facilitates retrieving electronic handwritten ink objects comprising:
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featurizing input ink to yield a membership matrix for each input ink;
projecting the membership matrix for each input ink into a low dimensional space; and
indexing each input ink using redundant bit vectors. - View Dependent Claims (13, 14, 15, 16, 17, 18, 19)
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20. A system that facilitates indexing and retrieving electronic handwritten ink characters comprising:
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means for featurizing input ink to yield a membership matrix for each input ink;
means for projecting at least the membership matrix for each input ink into a low dimensional space;
means for indexing each input ink using redundant bit vectors; and
means for processing a query ink to yield a query hyperrectangle and searching one or more bit vector indices for hyperrectangles that at least closely match the query ink.
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Specification