Network and image area attribute discriminating device and method for use with said neural network
First Claim
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1. A device for discriminating whether an image in a block area contained in a document image is a halftone dot image, the device comprising:
- means for performing a Fourier transformation based on image data in the block area and determining a spatial frequency spectrum relating to the image in the block area; and
a neural network which produces a discrimination result indicating whether or not the image in the block area is a halftone dot image based on the determined spatial frequency spectrum.
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Abstract
A device for discriminating an attribute of an image in a block area contained in a document image includes a device for performing a Fourier transformation based on image data in the block area and for determining a spatial frequency spectrum relating to the image in the block area; and a neural network for outputting a discrimination result as to whether or not the attribute of the image in the block area is a halftone dot image based on the spatial frequency spectrum output from the Fourier transform device.
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Citations
16 Claims
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1. A device for discriminating whether an image in a block area contained in a document image is a halftone dot image, the device comprising:
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means for performing a Fourier transformation based on image data in the block area and determining a spatial frequency spectrum relating to the image in the block area; and a neural network which produces a discrimination result indicating whether or not the image in the block area is a halftone dot image based on the determined spatial frequency spectrum.
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2. A device for classifying an image in a block area contained in a document image, the device comprising:
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means for calculating a quantity of a feature based on image data in the block area; and a neural network which produces a discrimination result indicating whether or not the image in the block area is a text image, or a photographic image, or a halftone dot image based on the calculated quantity of the feature. - View Dependent Claims (3)
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4. A device for classifying an image in a block area contained in a document image, the device comprising:
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means for creating a density matrix based on image data in the block area and determining statistics which describe density distribution; and a neural network which produces a discrimination result indicating whether or not the image in the block area is a text image or a photographic image based on the determined statistics.
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5. A neural network for discriminating an attribute of an image based on input image data, comprising:
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a first neural network for calculating a quantity of a feature of the image, said first neural network including an input level, an intermediate level and an output level which are trained so that said quantity is calculated at said intermediate level and output values produced at said output level are the same as image values input to said input level; and a second neural network connected to said intermediate level of said first neural network for outputting an attribute of the image based on the calculated quantity of the feature. - View Dependent Claims (6, 7, 8, 9)
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10. An attribute discriminating device, comprising:
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means for outputting image data of a plurality of blocks having mutually different sizes relative to a target area for which an attribute is to be discriminated within a document image; and a neural network for discriminating an attribute of the target area based on the image data corresponding to the plurality of blocks. - View Dependent Claims (11, 12, 13)
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14. An attribute discriminating device, comprising:
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means for outputting image data in a plurality of blocks having mutually different sizes relative to a target area for which attributes are to be discriminated within a document image; first means for discriminating an attribute of an image in each block based on the corresponding image data from the means for outputting; and second means for discriminating an attribute of an image synthetically based on results discriminated by the first means for discriminating. - View Dependent Claims (15, 16)
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Specification