Image retrieving method and device
An image retrieval and image technology, applied in special data processing applications, instruments, electrical digital data processing, etc., can solve the problems of low retrieval efficiency and poor retrieval results.
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Embodiment 1
[0039] figure 2 Shown is a flow chart of the image retrieval method provided in Embodiment 1 of the present invention, which specifically includes the following steps:
[0040] Step S201. Obtain an image to be retrieved submitted by a user, and divide the image to be retrieved into sub-images to obtain multiple sub-images.
[0041] Specifically, various methods in the prior art can be used for sub-graph division, and the image to be retrieved is divided into multiple sub-graphs of the same size rectangle, for example, as image 3 As shown, it is divided into 16 subgraphs of 4×4. Among them, the multiple subgraphs have the same size and are rectangular, which is convenient for subsequent similarity calculation, and is not a strict division condition.
[0042] In the embodiment of the present invention, it is proposed to use the pseudo-quadtree partition method to divide the subgraph, as follows:
[0043]When performing the first-level division, the image is divided into m×n...
Embodiment 2
[0107] In order to more accurately return the image retrieval results required by the user to the user, in Embodiment 2 of the present invention, on the basis of the method in the above-mentioned Embodiment 1, it is proposed to adjust the The weight used when determining the similarity, and based on the adjusted weight, determine the latest similarity between images to determine the scheme of the latest image retrieval results. Such as Figure 5 As shown, it specifically includes the following processing steps:
[0108] Step S501, displaying to the user each retrieval result image in the image retrieval results determined in Embodiment 1 above, and for each retrieval result image, provide the user with the relevance evaluation option of the retrieval result image, so that the user can The resulting image is evaluated for correlation.
[0109] Step S502. Acquire the user's correlation evaluation results for each retrieval result image in the image retrieval results. The corre...
Embodiment 3
[0144] Based on the same inventive concept, according to the image retrieval method provided by the above-mentioned embodiments of the present invention, correspondingly, Embodiment 3 of the present invention also provides an image retrieval device, the structural diagram of which is as follows Figure 6 shown, including:
[0145] A division unit 601, configured to divide the image to be retrieved into sub-images to obtain multiple sub-images;
[0146] An extraction unit 602, configured to perform image feature extraction on each designated sub-image in the plurality of sub-images to obtain a feature vector of each designated sub-image;
[0147] The similarity determining unit 603 is configured to, for each image in the image library, determine the image based on the feature vectors of the sub-images in each sub-image group to be matched and the feature vectors of the specified sub-images of the image The similarity with the image to be retrieved; wherein, the relative positi...
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