SIMILAR IMAGE RETRIEVAL DEVICE, METHOD OF OPERATING SIMILAR IMAGE RETRIEVAL DEVICE, AND SIMILAR IMAGE RETRIEVAL PROGRAM
First Claim
1. A similar image retrieval device that retrieves a similar image which is similar to a retrieved image from a plurality of instance images, comprising:
- a feature amount calculation unit that calculates a feature amount corresponding to a pattern, registered in advance, by analyzing the retrieved image;
a probability calculation unit that calculates a first existence probability of the pattern existing within the retrieved image, through a statistical method, on the basis of the feature amount calculated by the feature amount calculation unit; and
a similarity calculation unit that calculates a similarity between the retrieved image and each of the plurality of instance images, on the basis of the first existence probability calculated by the probability calculation unit and a second existence probability of the pattern existing within the instance images which is calculated with respect to the plurality of instance images.
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Abstract
A feature amount calculation unit 61 calculates a feature amount corresponding to a pattern of a lesion by analyzing an inspection image. A probability calculation unit calculates a first existence probability which is a probability of the pattern of a lesion existing within the inspection image, using a calculation expression. The calculation expression is created in advance by a statistical method on the basis of a relationship between the feature amount and the presence or absence of the pattern of a lesion within an image for learning which is visually determined by a person. A similarity calculation unit calculates a similarity between the inspection image and a case image on the basis of the first existence probability and a second existence probability which is a probability of the pattern of a lesion existing within the case image which is calculated by the statistical method similarly to the first existence probability.
12 Citations
21 Claims
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1. A similar image retrieval device that retrieves a similar image which is similar to a retrieved image from a plurality of instance images, comprising:
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a feature amount calculation unit that calculates a feature amount corresponding to a pattern, registered in advance, by analyzing the retrieved image; a probability calculation unit that calculates a first existence probability of the pattern existing within the retrieved image, through a statistical method, on the basis of the feature amount calculated by the feature amount calculation unit; and a similarity calculation unit that calculates a similarity between the retrieved image and each of the plurality of instance images, on the basis of the first existence probability calculated by the probability calculation unit and a second existence probability of the pattern existing within the instance images which is calculated with respect to the plurality of instance images. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19)
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20. A method of operating a similar image retrieval device, using a computer, which retrieves a similar image which is similar to a retrieved image from a plurality of instance images, comprising:
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a feature amount calculation step of causing a feature amount calculation unit to calculate a feature amount corresponding to a pattern, registered in advance, by analyzing the retrieved image; a probability calculation step of causing a probability calculation unit to calculate a first existence probability of the pattern existing within the retrieved image, through a statistical method, on the basis of the feature amount calculated in the feature amount calculation step; and a similarity calculation step of causing a similarity calculation unit to calculate a similarity between the retrieved image and each of the plurality of instance images, on the basis of the first existence probability calculate in the probability calculation step and a second existence probability of the pattern existing in the instance image which is calculated with respect to the plurality of instance images.
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21. A non-transitory computer readable recording medium having a similar image retrieval program recorded thereon, the program for retrieving a similar image which is similar to a retrieved image from a plurality of instance images, the medium causing a computer to execute:
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a feature amount calculation function of calculating a feature amount corresponding to a pattern, registered in advance, by analyzing the retrieved image; a probability calculation function of calculating a first existence probability of the pattern existing within the retrieved image, through a statistical method, on the basis of the feature amount calculated in the feature amount calculation function; and a similarity calculation function of calculating a similarity between the retrieved image and each of the plurality of instance images, on the basis of the first existence probability calculated in the probability calculation function and a second existence probability of the pattern existing within the instance image which is calculated with respect to the plurality of instance images.
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Specification