Image retrieval system and method
First Claim
Patent Images
1. An image retrieval system for searching images similar to an exemplary image from available images, the image retrieval system comprising:
- a storage system;
at least one processor;
an image retrieval unit comprising one or more computerized codes that are stored in the storage system and executed by the at least one processor, the one or more computerized codes comprising;
an extracting module operable to extract visual features of the exemplary image and transfer the visual features of the exemplary image to one or more calculating servers, wherein the visual features of the exemplary image comprise color features and shape features, and wherein the visual features of the exemplary image are extracted by dividing the exemplary image into a plurality of image blocks, calculating an arithmetic mean of gray values of pixels in each image block as color features of the image block, calculating a ratio of black pixels to total pixels in the image block as shape features of the image block, and determining overall visual features of the exemplary image according to the color features and the shape features of the image blocks;
a distributing module operable to allocate image comparison tasks of the available images to the one or more calculating servers, such that the one or more calculating servers calculate similarities of the available images to the exemplary image according to the visual features of the exemplary image and predetermined visual features of the available images, fetch image indexes of the available images from an index server, and return the similarities and the image indexes of the available images to the image retrieval system, wherein each of the available images is divided into a same amount of image blocks as the exemplary image, a similarity of each image block of an available image is calculated, and an overall similarity of the available image to the exemplary image is calculated according to the similarities of all the image blocks of the available image;
a gathering module operable to gather the similarities and the image indexes of all the available images from the one or more calculating servers;
a sorting module operable to transfer the gathered similarities of the available images to a sorting server, such that the sorting server sorts the available images according to the gathered similarities of the available images; and
an outputting module operable to receive a sorting sequence of the available images from the sorting server, and output the image indexes of the available images in the sorting sequence to a client computer.
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Abstract
An image retrieval method applies an application server, one or more calculating servers, and a sorting server to perform image retrieval. The application server extracts visual features of an exemplary image. The one or more calculating servers calculate similarities of available images according to the visual features of the exemplary image. The sorting server sorts the available images according to the similarities so as to obtain images similar to the exemplary image.
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Citations
16 Claims
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1. An image retrieval system for searching images similar to an exemplary image from available images, the image retrieval system comprising:
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a storage system; at least one processor; an image retrieval unit comprising one or more computerized codes that are stored in the storage system and executed by the at least one processor, the one or more computerized codes comprising; an extracting module operable to extract visual features of the exemplary image and transfer the visual features of the exemplary image to one or more calculating servers, wherein the visual features of the exemplary image comprise color features and shape features, and wherein the visual features of the exemplary image are extracted by dividing the exemplary image into a plurality of image blocks, calculating an arithmetic mean of gray values of pixels in each image block as color features of the image block, calculating a ratio of black pixels to total pixels in the image block as shape features of the image block, and determining overall visual features of the exemplary image according to the color features and the shape features of the image blocks; a distributing module operable to allocate image comparison tasks of the available images to the one or more calculating servers, such that the one or more calculating servers calculate similarities of the available images to the exemplary image according to the visual features of the exemplary image and predetermined visual features of the available images, fetch image indexes of the available images from an index server, and return the similarities and the image indexes of the available images to the image retrieval system, wherein each of the available images is divided into a same amount of image blocks as the exemplary image, a similarity of each image block of an available image is calculated, and an overall similarity of the available image to the exemplary image is calculated according to the similarities of all the image blocks of the available image; a gathering module operable to gather the similarities and the image indexes of all the available images from the one or more calculating servers; a sorting module operable to transfer the gathered similarities of the available images to a sorting server, such that the sorting server sorts the available images according to the gathered similarities of the available images; and an outputting module operable to receive a sorting sequence of the available images from the sorting server, and output the image indexes of the available images in the sorting sequence to a client computer. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8)
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9. A computer-based image retrieval method for searching images similar to an exemplary image from available images, the image retrieval method being executed by a processor of a computing device and comprising:
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extracting visual features of the exemplary image and transferring the visual features of the exemplary image to one or more calculating servers, wherein the visual features of the exemplary image comprise color features, and the color features of the exemplary image are extracted by dividing the exemplary image into a plurality of image blocks, calculating an arithmetic mean of gray values of pixels in each image block as color features of the image block, and determining overall color features of the exemplary image according to the color features of the image blocks; distributing image comparison tasks of the available images to the one or more calculating servers, such that the one or more calculating servers calculate similarities of the available images to the exemplary image according to the visual features of the exemplary image and predetermined visual features of the available images, fetch image indexes of the available images from an index server, and returns the similarities and the image indexes of the available images, wherein each of the available images is divided into a same amount of image blocks as the exemplary image, and a similarity of one available image is calculated by calculating a similarity of each image block of the one available image, and calculating an overall similarity of the one available image according to the similarities of all the image blocks of the one available image; gathering the similarities and the image indexes of all the available images from the one or more calculating servers; transferring the gathered similarities of the available images to a sorting server, and causing the sorting server to sort the available images according to the gathered similarities of the available images; and receiving a sorting sequence of the available images from the sorting server, and outputting the image indexes of the available images in the sorting sequence to a client computer. - View Dependent Claims (10, 11)
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12. A computer-based image retrieval method for searching images similar to an exemplary image from available images, the image retrieval method being executed by a processor of a computing device and comprising:
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extracting visual features of the exemplary image and transferring the visual features of the exemplary image to one or more calculating servers, wherein the visual features of the exemplary image comprise shape features, and the shape features of the exemplary image are extracted by dividing the exemplary image into a plurality of image blocks, calculating a ratio of black pixels to total pixels in the image block as shape features of the image block, and determining overall shape features of the exemplary image according to the shape features of the image blocks; distributing image comparison tasks of the available images to the one or more calculating servers, such that the one or more calculating servers calculate similarities of the available images to the exemplary image according to the visual features of the exemplary image and predetermined visual features of the available images, fetch image indexes of the available images from an index server, and returns the similarities and the image indexes of the available images, wherein each of the available images is divided into a same amount of image blocks as the exemplary image, and a similarity of one available image is calculated by calculating a similarity of each image block of the one available image, and calculating an overall similarity of the one available image according to the similarities of all the image blocks of the one available image; gathering the similarities and the image indexes of all the available images from the one or more calculating servers; transferring the gathered similarities of the available images to a sorting server, and causing the sorting server to sort the available images according to the gathered similarities of the available images; and receiving a sorting sequence of the available images from the sorting server, and outputting the image indexes of the available images in the sorting sequence to a client computer. - View Dependent Claims (13, 14)
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15. A computer-based image retrieval method for searching images similar to an exemplary image from available images, the image retrieval method being executed by a processor of a computing device and comprising:
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extracting visual features of the exemplary image, wherein the visual features of the exemplary image comprise color features, and the color features of the exemplary image are extracted by dividing the exemplary image into a plurality of image blocks, calculating an arithmetic mean of gray values of pixels in each image block as color features of the image block, and determining overall color features of the exemplary image according to the color features of the image blocks; calculating similarities of the available images to the exemplary image according to the visual features of the exemplary image and predetermined visual features of the available images, and fetching image indexes of the available images from an index server, wherein each of the available images is divided into a same amount of image blocks as the exemplary image, and a similarity of one available image is calculated by calculating a similarity of each image block of the one available image, and calculating an overall similarity of the one available image according to the similarities of all the image blocks of the one available image; sorting the available images according to the similarities of the available images to obtain a sorting sequence of the available image; and outputting the image indexes of the available images in the sorting sequence to a client computer.
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16. A computer-based image retrieval method for searching images similar to an exemplary image from available images, the image retrieval method being executed by a processor of a computing device and comprising:
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extracting visual features of the exemplary image, wherein the visual features of the exemplary image comprise shape features, and the shape features of the exemplary image are extracted by dividing the exemplary image into a plurality of image blocks, calculating a ratio of black pixels to total pixels in the image block as shape features of the image block, and determining overall shape features of the exemplary image according to the shape features of the image blocks; calculating similarities of the available images to the exemplary image according to the visual features of the exemplary image and predetermined visual features of the available images, and fetching image indexes of the available images from an index server, wherein each of the available images is divided into a same amount of image blocks as the exemplary image, and a similarity of one available image is calculated by calculating a similarity of each image block of the one available image, and calculating an overall similarity of the one available image according to the similarities of all the image blocks of the one available image; sorting the available images according to the similarities of the available images to obtain a sorting sequence of the available image; and outputting the image indexes of the available images in the sorting sequence to a client computer.
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Specification