Super Resolution Digital Image Correlation (SR-DIC): an Alternative to Image Stitching at High Magnifications
Autor: | Ryan B. Berke, D. W. Waldram, Robert S. Hansen, T.Q. Thai |
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Rok vydání: | 2021 |
Předmět: |
Digital image correlation
business.industry Computer science Mechanical Engineering Resolution (electron density) Aerospace Engineering Image processing Iterative reconstruction Translation (geometry) Sample (graphics) Image stitching Mechanics of Materials Computer vision Artificial intelligence business Image resolution |
Zdroj: | Experimental Mechanics. 61:1351-1368 |
ISSN: | 1741-2765 0014-4851 |
Popis: | Background High-resolution Digital Image Correlation (DIC) measurements have previously been produced by stitching of neighboring images, which often requires short working distances. Separately, the image processing community has developed super resolution (SR) imaging techniques, which improve resolution by combining multiple overlapping images. Objective This work investigates the novel pairing of super resolution with digital image correlation, as an alternative method to produce high-resolution full-field strain measurements. Methods First, an image reconstruction test is performed, comparing the ability of three previously published SR algorithms to replicate a high-resolution image. Second, an applied translation is compared against DIC measurement using both low- and super-resolution images. Third, a ring sample is mechanically deformed and DIC strain measurements from low- and super-resolution images are compared. Results SR measurements show improvements compared to low-resolution images, although they do not perfectly replicate the high-resolution image. SR-DIC demonstrates reduced error and improved confidence in measuring rigid body translation when compared to low resolution alternatives, and it also shows improvement in spatial resolution for strain measurements of ring deformation. Conclusions Super resolution imaging can be effectively paired with Digital Image Correlation, offering improved spatial resolution, reduced error, and increased measurement confidence. |
Databáze: | OpenAIRE |
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