Recovering Microscopic Images in Material Science Documents by Image Inpainting

نویسندگان

چکیده

Microscopic images in material science documents have increased number due to the growth and common use of electron microscopy instruments. Through data mining techniques, they are easily accessible can be obtained from published online. As data-driven approaches becoming increasingly field, massively acquired experimental through play important roles terms developing an artificial intelligence (AI) model for purposes automatically diagnosing crucial structures. However, irrelevant objects (e.g., letters, scale bars, arrows) that often present inside original microscopic photos should removed improving AI models. To avoid issue above, we applied four image inpainting algorithms (i.e., shift-net, global local, contextual attention, gated convolution) a learning approach, with aim recovering journal papers. We estimated structural similarity index measure (SSIM) ℓ1/ℓ2 errors, which used as measures quality. Lastly, observed convolution possessed best performance images.

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ژورنال

عنوان ژورنال: Applied sciences

سال: 2023

ISSN: ['2076-3417']

DOI: https://doi.org/10.3390/app13064071