Image generation method, system and device based on style migration and storage medium

An image generation and style technology, applied in the field of data processing, can solve the problems of lack of image library, high-quality, high-resolution rendered images, and high procurement costs, and achieve the effect of reducing procurement costs, enriching image libraries, and high resolution

Pending Publication Date: 2021-04-16
携程旅游信息技术(上海)有限公司
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Problems solved by technology

However, in view of the high cost of procurement of existing copyrighted images and the serious lack of image libraries, existing algorithms cannot generate high-quality, high-resolution rendered images under different lighting conditions

Method used

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  • Image generation method, system and device based on style migration and storage medium
  • Image generation method, system and device based on style migration and storage medium
  • Image generation method, system and device based on style migration and storage medium

Examples

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Embodiment Construction

[0050] Example embodiments will now be described more fully with reference to the accompanying drawings. Example embodiments may, however, be embodied in many forms and should not be construed as limited to the examples set forth herein; rather, these embodiments are provided so that this disclosure will be thorough and complete and will fully convey the concept of example embodiments to those skilled in the art. The described features, structures, or characteristics may be combined in any suitable manner in one or more embodiments.

[0051] Furthermore, the drawings are merely schematic illustrations of the present disclosure and are not necessarily drawn to scale. The same reference numerals in the drawings denote the same or similar parts, and thus repeated descriptions thereof will be omitted. Some of the block diagrams shown in the drawings are functional entities and do not necessarily correspond to physically or logically separate entities. These functional entities ...

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Abstract

The invention provides an image generation method, system and device based on style migration and a storage medium. The method comprises the steps: collecting content images needing style migration and style images corresponding to different styles; respectively inputting the style image and the content image needing style migration into a coding network of an image generation model to obtain a style image code and a content image code; and inputting the style image code and the content image code into a decoding network of the image generation model to obtain a generated image after style migration. According to the method, a brand new image generation model is established based on an image style migration technology, so that a light-weight and rapid image generation task of re-rendering the image in different time periods can be achieved, the problem of single image in a single scene is solved, and a high-resolution and high-quality image can be generated under illumination conditions in different time periods.

Description

technical field [0001] The present invention relates to the technical field of data processing, in particular to an image generation method, system, device and storage medium based on style transfer. Background technique [0002] With the development of the OTA (Online Travel Agency, Online Travel Agency) industry and the advancement of smart devices, the number of images is increasing exponentially. People's requirements for the diversity and quality of pictures are also getting higher and higher. With the improvement of copyright awareness of individuals and enterprises, the production and procurement costs of high-quality images are also increasing year by year. How to quickly produce high-quality, rich and diverse images has become the focus of various enterprises and researchers. [0003] With the rapid development of hardware (such as GPU) devices, deep learning has become the focus of academic and industrial circles in recent years, and the use of deep learning metho...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T7/00G06T9/00G06T5/50
Inventor 康睿文罗超成丹妮邹宇李巍
Owner 携程旅游信息技术(上海)有限公司
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