A method and device for searching images by image
An image and score map technology, applied in the field of image search, can solve problems such as search result errors
Active Publication Date: 2020-04-03
ZHEJIANG DAHUA TECH CO LTD
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[0005] This application provides a method and device for searching images by images, which is used to solve the problem in the prior art that there is a large error in the search results in the method of searching images by images
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[0070] In order to solve the problem of large search result error in the way of image search in the prior art, a method of image search by image is proposed in the embodiment of this application, which can be based on the fully convolutional twin neural network model to achieve the first The local area image of an image is used as a search condition, and a second image similar to it is found from a preset database. And in this application, the area block associated with the local area image is first searched from the score map, then the image feature corresponding to the area block in the second image of the preset database can be regarded as the local area block of the first image. The most similar part of the image features of the regional image, and further determine whether the second image is the same as Images that are similar to the first image, so that the search results of image search by image are more accurate.
[0071] In the following, in order to facilitate the ...
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The present application relates to the technical field of image processing, and in particular to a method and device for searching images by images, which are used to solve the problem of relatively large error in search results in the prior art by searching images by images. The image search method provided in the embodiment of the present application can extract the image features of the local area image in the first image and the image features of the second image based on the fully convolutional twin neural network model; and based on the extracted image features, Generate a score map; then determine the area block associated with the local area image in the score map according to the sum of the score values of the specified number of points in the score map; determine the image feature and local area corresponding to the determined area block in the second image When the similarity between the image features of the region images is greater than the set similarity threshold, it is determined that the second image is an image similar to the first image.
Description
technical field [0001] The present application relates to the technical field of image processing, in particular to a method and device for searching images by image. Background technique [0002] As the data information of images on the Internet is becoming larger and larger, users' requirements for image search are also increasing, and the search method of searching images by images has also emerged as the times require. [0003] Image search is a search technology for retrieving similar images by inputting images, which mainly involves image feature extraction and image feature similarity analysis. The inventors found that most of the existing implementations of searching for images by images use a typical convolutional neural network (Convolutional Neural Network, CNN) to extract the overall image features of the target image, and compare it with the overall image features of the images stored in the database. Compare the similarity and find images that meet the similar...
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IPC IPC(8): G06F16/583G06V10/764
CPCG06F16/53G06F16/5854G06V10/454G06V10/82G06V10/764G06F18/24143G06F16/532G06N3/04G06N3/08G06F18/22G06F18/214
Inventor 陈羽飞
Owner ZHEJIANG DAHUA TECH CO LTD