Image processing method and device, terminal equipment and readable storage medium
An image processing and image technology, applied in the field of data processing, can solve problems such as inaccurate output of images, poor training effect, etc., and achieve the effect of optimizing user experience and good transformation effect
Pending Publication Date: 2022-04-01
BEIJING QIYI CENTURY SCI & TECH CO LTD
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In the task of face style transformation, the acquired paired images are not completely aligned. If such image data is directly used to train the image style transformation model, the model will not be able to accurately output the image corresponding to the input image, and the training effect will be poor.
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[0068] The technical solutions in the embodiments of the present invention will be described below with reference to the drawings in the embodiments of the present invention.
[0069] The image processing method in this application is mainly proposed based on pairwise image style transformation. In order to train an image style transformation model with a better transformation effect in the paired image style transformation task, this application proposes a method for obtaining completely aligned paired images, such as figure 1 shown. figure 1 It is a flow chart of an image processing method shown in an implementation of the present application. refer to figure 1 , the image processing method of the present application may specifically include the following steps:
[0070] Step S11: Obtain an image to be processed and a reference image for the image to be processed, the similarity between the first target object in the image to be processed and the second target object in t...
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The invention provides an image processing method and device, terminal equipment and a readable storage medium. The method comprises the steps of obtaining a to-be-processed image and a reference image for the to-be-processed image, wherein the similarity between a first target object in the to-be-processed image and a second target object in the reference image is greater than a first preset value; adjusting the image of the corresponding area in the to-be-processed image according to the image of the preset area in the reference image until the similarity between the to-be-processed image and the reference image is greater than a second preset value; and taking the adjusted to-be-processed image as a target image. Through the image processing method provided by the invention, the completely aligned image pair (the target image and the reference image) can be obtained, and the image pair can be used for training to obtain an image style transformation model with a better transformation effect, so that various image style transformation requirements are better met, and the user experience is optimized.
Description
technical field [0001] The present invention relates to the technical field of data processing, in particular to an image processing method, device, terminal equipment and readable storage medium. Background technique [0002] Image style transformation is an important research direction in computer vision tasks, which are mainly divided into paired and unpaired tasks. Unpaired image style transformation means that the training data is unpaired. When training the image style transformation model, the input image and the output image cannot be aligned one by one. The paired face style transformation means that the training data is paired, and each input image will have a corresponding output image, and the input image and the output image can be aligned one by one. [0003] In the real world, perfectly aligned paired images are difficult to obtain. In the task of face style transformation, the acquired paired images are not completely aligned. If such image data is directly...
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Login to View More IPC IPC(8): G06V10/74G06K9/62G06T3/00
Inventor 乔志强
Owner BEIJING QIYI CENTURY SCI & TECH CO LTD