Method, System, Storage Medium, and Data Structure for Image Recognition Using Multilinear Independent Component Analysis
0 Assignments
0 Petitions
Accused Products
Abstract
A method, system, computer-readable medium and data structure are provided for processing image data in connection with image recognition. A response of an image (FIG. 6 element 210) to a basis tensor can be determined after the image is applied thereto. The image response can be flattened (FIG. 6 element 220). A coefficient vector may be extracted from the image response (FIG. 6 element 230). The extracted coefficient vector may be compared to a plurality of different parameters stored in coefficient rows of a matrix (FIG. 6 element 240).
-
Citations
60 Claims
-
1-23. -23. (canceled)
-
24-29. -29. (canceled)
-
30. A method of processing data, comprising:
-
applying image data associated with an image to a basis tensor; obtaining response data based on the application of the image data to the basis tensor; and extracting a coefficient vector from the response data. - View Dependent Claims (31, 32, 33, 34, 35, 36, 37, 38, 39, 40)
-
-
41. A computer system, comprising:
-
a processing arrangement capable of receiving data associated with an image; and a storage provided in communication with the processing arrangement, and having stored thereon computer-executable set of instructions, wherein the set of instructions comprise; i. a first set configured to enable the processing arrangement to apply image data associated with an image to a basis tensor; ii. a second set configured to enable the processing arrangement to obtain response data based on the application of the image data to the basis tensor; and iii. a third set configured to enable the processing arrangement to extract a coefficient vector from the response data. - View Dependent Claims (42, 43, 44, 45, 46, 47, 48, 49, 50, 51)
-
-
52. A computer-readable medium having stored thereon computer-executable set of instructions, the set of instructions comprising:
-
i. a first set configured to enable a processing arrangement to apply image data associated with an image to a basis tensor; ii. a second set configured to enable the processing arrangement to obtain response data based on the application of the image data to the basis tensor; and iii. a third set configured to enable the processing arrangement to extract a coefficient vector from the response data.
-
-
53. A method of processing data, comprising:
-
applying a multilinear independent component analysis procedure to image data so as to generate a factorial code; and based on the results of the applying step, producing a representation of the image data having a plurality of sets of coefficients that are associated with objects, viewpoints, and illuminations, wherein each of the sets is statistically independent from one another.
-
-
54. A data structure which is capable of being stored on a storage arrangement, comprising:
a set of coefficient vectors associated with an image, wherein the vectors include an identifier of the image, a viewpoint of the image, and an illumination direction of the image. - View Dependent Claims (55, 56, 57)
-
58. A method for processing data, comprising:
-
obtaining information associated with a plurality of images; and determining basis tensors associated with the information, wherein the basis tensors at least one of; a. are statistically independent, and b. include set of coefficients, each of the sets is statistically independent.
-
-
59. A computer system, comprising:
-
a processing arrangement capable of receiving data associated with an image; and a storage provided in communication with the processing arrangement, and having stored thereon computer-executable set of instructions, wherein the set of instructions comprise; i. a first set configured to enable the processing arrangement to obtain information associated with a plurality of images; ii. a second set configured to enable the processing arrangement to determine basis tensors associated with the information, wherein the basis tensors at least one of; a. are statistically independent, and b. include set of coefficients, each of the sets is statistically independent.
-
-
60. A computer-readable medium having stored thereon computer-executable set of instructions, the set of instructions comprising:
-
i. a first set configured to enable a processing arrangement to obtain information associated with a plurality of images; ii. a second set configured to enable the processing arrangement to determine basis tensors associated with the information, wherein the basis tensors at least one of; a. are statistically independent, and b. include set of coefficients, each of the sets is statistically independent.
-
Specification