Unlock instant, AI-driven research and patent intelligence for your innovation.

Image rapid enhancement method based on Wasserstein distance

An image and distance technology, applied in the field of rapid image enhancement based on Wasserstein distance, can solve problems such as increasing processing time, and achieve the effects of enhancing clarity, improving user experience, and enhancing color effects

Active Publication Date: 2020-07-31
CHONGQING UNIV OF POSTS & TELECOMM
View PDF4 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, processing the image separately with two different algorithms will inevitably increase the processing time

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • Image rapid enhancement method based on Wasserstein distance
  • Image rapid enhancement method based on Wasserstein distance
  • Image rapid enhancement method based on Wasserstein distance

Examples

Experimental program
Comparison scheme
Effect test

Embodiment Construction

[0065] Embodiments of the present invention are described below through specific examples, and those skilled in the art can easily understand other advantages and effects of the present invention from the content disclosed in this specification. The present invention can also be implemented or applied through other different specific implementation modes, and various modifications or changes can be made to the details in this specification based on different viewpoints and applications without departing from the spirit of the present invention. It should be noted that the diagrams provided in the following embodiments are only schematically illustrating the basic concept of the present invention, and the following embodiments and the features in the embodiments can be combined with each other in the case of no conflict.

[0066] Wherein, the accompanying drawings are for illustrative purposes only, and represent only schematic diagrams, rather than physical drawings, and should...

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention relates to an image rapid enhancement method based on a Wasserstein distance, and belongs to the field of computer vision. The method comprises the steps of S1, constructing a multi-taskdata set which is blurred to be clear and full in color by utilizing an existing public blind deblurred data set; s2, inputting the constructed data set into a constructed deep learning model, and training the model, wherein the model training is competitive training of two network modules, that is, an image score network continuously stimulates an image reconstruction network to recover a betterimage; and S3, inputting the motion blurred image to be processed into the trained deep learning model to obtain a clear and full-color image. According to the invention, the definition and color effect of the motion blurred image can be rapidly enhanced. The mode of integrating the two processing effects into one processing model greatly improves the image processing time, reduces the requirements of processing equipment for hardware, and can improve the user experience of low-end equipment.

Description

technical field [0001] The invention belongs to the field of computer vision and relates to an image rapid enhancement method based on Wasserstein distance. Background technique [0002] Photos are an information carrier with great use value. People can get a variety of information from photos. Photos play a pivotal role in the development of society. With the development of the economy and the great improvement of the social material level, taking pictures is no longer a luxury ritual of life. In the era when almost everyone has a mobile phone, people can record all kinds of meaningful moments anytime, anywhere. Whether you can capture this beautiful moment requires certain shooting skills. Because photographers should try their best to overcome the common photographing phenomenon of motion blur. If there is motion blur, the viewing and recording significance of the photos will be greatly reduced. A clear photo can convey very intuitive information to people. If it ha...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & Authority Applications(China)
IPC IPC(8): G06T5/00G06T7/90G06N3/04
CPCG06T7/90G06N3/045G06T5/90G06T5/73
Inventor 丰江帆漆双吴姗鸿
Owner CHONGQING UNIV OF POSTS & TELECOMM