Monitoring image quality evaluation method based on multi-scale structure fidelity

By constructing a multi-scale structural fidelity monitoring image quality evaluation method, the shortcomings of traditional methods in capturing multi-feature information are solved, high-precision and detailed image quality evaluation are achieved, and the processing method of human vision system is simulated. 5,000 distorted image databases are established, providing a theoretical basis for the image processing system.

CN120298325APending Publication Date: 2025-07-11BEIJING UNIV OF TECH +1
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Patent Information

Application Number
CN202510344089.1
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-03-24
Publication Date
2025-07-11

AI Technical Summary

Technical Problem

Traditional image quality evaluation methods are difficult to capture multi-feature information in images comprehensively and efficiently, and cannot meet the accuracy and diversity needs of modern image processing and computer vision applications, especially in complex industrial scenarios.

Method used

A monitoring image quality evaluation method based on multi-scale structural fidelity is constructed. The distortion of image profile and edges is measured by calculating and fusing gradient amplitude fidelity of multiple scales, simulating the processing method of human vision systems, quantifying image quality losses using the information theory framework, and establishing a database containing 5,000 distorted images for evaluation.

Benefits of technology

It has achieved high-precision image quality assessment that is more in line with human perceptual habits, can comprehensively capture image features, provide more detailed quality assessment, and promote the reform of traditional image quality evaluation methods.

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Abstract

The invention discloses a monitoring image quality evaluation method based on multi-scale structure fidelity, and belongs to the field of image quality evaluation. The invention aims to solve the technical problem of providing the monitoring image quality evaluation method based on the multi-scale structure fidelity, and the method measures the distortion degree of an image contour and an edge by calculating and fusing the gradient amplitude fidelity of multiple scales so as to deduce an image quality score. Structural information is extracted from an original image and a distorted image by using a gradient operator with efficient calculation, and the image processing mode of a human vision system is simulated, so that an evaluation result is more in line with the perception habit of human beings. Mutual information is adopted to measure the amount of information extracted when a human visual system senses an external input signal, and a new view angle is provided for image quality evaluation, that is, the image quality is evaluated from the view of information transmission. And the quality score of the image is predicted by fusing the multi-scale gradient amplitude fidelity.
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