Method for associating semantic information with multiple images in an image database environment
First Claim
1. A method of generating one or more captions or semantic labels for an acquired image with limited user interaction, said method based upon similarity between the acquired image and one or more stored images that are maintained in an image database environment, wherein the stored images have preexisting captions or labels associated with them, said method comprising the steps of:
- a) acquiring an image for evaluation with respect to the stored images;
b) automatically extracting metadata from the acquired image without requiring user interaction in the image database environment;
c) automatically selecting one or more stored images having metadata similar to the extracted metadata, thereby providing one or more selected stored images with metadata similar to the acquired image; and
d) automatically generating one or more captions or labels for the acquired image by automatically, without any user intervention, extending the captions or labels to the acquired image from one or more preexisting captions or labels associated with the selected stored images;
wherein the stored images have one or more preexisting captions or labels associated with one or more regions of the stored images and wherein step b) automatically extracts metadata from the acquired image describing measurable image features that pertain to one or more regions of the acquired image;
step c) provides selected stored images having metadata similar to the metadata extracted from the acquired image for corresponding regions; and
step d) generates one or more captions or labels for the regions of the acquired image from the preexisting labels or captions associated with the regions of the selected stored images.
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Abstract
A method of generating captions or semantic labels for an acquired image is based upon similarity between the acquired image and one or more stored images that are maintained in an image database environment, where the stored images have preexisting captions or labels associated with them. The method includes the steps of: a) acquiring an image for evaluation with respect to the stored images; b) automatically extracting metadata from the acquired image without requiring user interaction in the image database environment; c) automatically selecting one or more stored images having metadata similar to the extracted metadata, thereby providing selected stored images with metadata similar to the acquired image; and d) generating captions or labels for the acquired image from the preexisting captions or labels associated with the selected stored images.
190 Citations
28 Claims
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1. A method of generating one or more captions or semantic labels for an acquired image with limited user interaction, said method based upon similarity between the acquired image and one or more stored images that are maintained in an image database environment, wherein the stored images have preexisting captions or labels associated with them, said method comprising the steps of:
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a) acquiring an image for evaluation with respect to the stored images;
b) automatically extracting metadata from the acquired image without requiring user interaction in the image database environment;
c) automatically selecting one or more stored images having metadata similar to the extracted metadata, thereby providing one or more selected stored images with metadata similar to the acquired image; and
d) automatically generating one or more captions or labels for the acquired image by automatically, without any user intervention, extending the captions or labels to the acquired image from one or more preexisting captions or labels associated with the selected stored images;
wherein the stored images have one or more preexisting captions or labels associated with one or more regions of the stored images and wherein step b) automatically extracts metadata from the acquired image describing measurable image features that pertain to one or more regions of the acquired image;
step c) provides selected stored images having metadata similar to the metadata extracted from the acquired image for corresponding regions; and
step d) generates one or more captions or labels for the regions of the acquired image from the preexisting labels or captions associated with the regions of the selected stored images.- View Dependent Claims (2, 3, 4, 5, 6, 7, 8)
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9. A method of generating one or more captions or semantic labels for groups of acquired images with limited user interaction, said method based upon similarity between the acquired images and one or more stored images that are maintained in an image database environment, wherein the stored images have preexisting captions or labels associated with them, said method comprising the steps of:
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a) acquiring a plurality of images for evaluation with respect to the stored images;
b) automatically extracting metadata from the acquired images without requiring user interaction in the image database environment;
c) automatically clustering the acquired images into groups based upon similarities in their metadata, thereby resulting in grouped images with similar metadata;
d) automatically selecting one or more stored images having metadata similar to the extracted metadata, thereby providing one or more selected stored images with metadata similar to the grouped images; and
e) automatically generating one or more captions or labels for grouped images by automatically, without any user intervention, extending the captions or labels to the grouped images from one or more preexisting captions or labels associated with the selected stored images;
wherein the stored images have one or more preexisting captions or labels associated with one or more regions of the stored images and wherein step b) automatically extracts metadata from the acquired images describing measurable image features that pertain to one or more regions of the acquired images;
step d) provides selected stored images having metadata similar to the metadata extracted from the grouped images for corresponding regions; and
step e) generates one or more captions or labels for the regions of the grouped images from the preexisting labels or captions associated with the regions of the selected stored images.- View Dependent Claims (10, 11, 12, 13, 14, 15, 16, 17)
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18. A method of generating one or more captions or semantic labels for an acquired image based upon similarity between the acquired image and one or more stored images that are maintained in an image database environment, wherein the stored images have preexisting captions or labels associated with them, said method comprising the steps of:
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a) acquiring an image for evaluation with respect to the stored images;
b) processing the acquired image to extract metadata describing measurable features in the acquired image;
c) automatically selecting one or more stored images having metadata similar to the extracted metadata, thereby providing one or more selected stored images with metadata similar to the acquired image; and
d) automatically generating one or more captions or labels for the acquired image by automatically, without any user intervention, extending the captions or labels to the acquired image from one or more preexisting captions or labels associated with the selected stored images;
wherein the stored images have one or more preexisting captions or labels associated with one or more regions of the stored images and wherein step b) automatically extracts metadata from the acquired image describing measurable image features that pertain to one or more regions of the acquired image;
step c) provides selected stored images having metadata similar to the metadata extracted from the acquired image for corresponding regions; and
step d) generates one or more captions or labels for the regions of the acquired image from the preexisting labels or captions associated with the regions of the selected stored images.- View Dependent Claims (19, 20, 21)
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22. A computer program product for generating one or more captions or semantic labels for an acquired image with limited user interaction based upon similarity between the acquired image and one or more stored images that are maintained in an image database environment, wherein the stored images have preexisting captions or labels associated with them, said computer program product comprising a computer readable storage medium having a computer program stored thereon for performing the steps of:
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a) automatically extracting metadata from the acquired image without requiring user interaction in the image database environment;
b) automatically selecting one or more stored images having metadata similar to the extracted metadata, thereby providing one or more selected stored images with metadata similar to the acquired image; and
c) automatically generating one or more captions or labels for the acquired image by automatically, without any user intervention, extending the captions or labels to the acquired image from one or more preexisting captions or labels associated with the selected stored images;
wherein the stored images have one or more preexisting captions or labels associated with one or more regions of the stored images and wherein step a) automatically extracts metadata from the acquired image describing measurable image features that pertain to one or more regions of the acquired image;
step b) provides selected stored images having metadata similar to the metadata extracted from the acquired image for corresponding regions; and
step c) generates one or more captions or labels for the regions of the acquired image from the preexisting labels or captions associated with the regions of the selected stored images.- View Dependent Claims (23, 24, 25, 26)
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27. A computer program product for generating one or more captions or semantic labels for groups of acquired images with limited user interaction based upon similarity between the acquired images and one or more stored images that are maintained in an image database environment, wherein the stored images have preexisting captions or labels associated with them, said computer program product comprising a computer readable storage medium having a computer program stored thereon for performing the steps of:
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a) automatically extracting metadata from the acquired images without requiring user interaction in the image database environment;
b) clustering the acquired images into groups based upon similarities in their metadata, thereby resulting in grouped images with similar metadata;
c) automatically selecting one or more stored images having metadata similar to the extracted metadata, thereby providing one or more selected stored images with metadata similar to the grouped images; and
d) automatically generating one or more captions or labels for grouped images by automatically, without any user intervention, extending the captions or labels to the grouped images from one or more preexisting captions or labels associated with the selected stored images;
wherein the stored images have one or more preexisting captions or labels associated with one or more regions of the stored images and wherein step a) automatically extracts metadata from the acquired images describing measurable image features that pertain to one or more regions of the acquired images;
step c) provides selected stored images having metadata similar to the metadata extracted from the grouped images for corresponding regions; and
step d) generates one or more captions or labels for the regions of the grouped images from the preexisting labels or captions associated with the regions of the selected stored images.- View Dependent Claims (28)
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Specification