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Fig 1.

Classification image of typical patterns of Qiang embroidery.

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Fig 2.

Edge extraction network structure diagram.

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Fig 3.

Upsampling network model architecture diagram.

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Fig 4.

Pre-processing Result Graph for Both Types of Images:

(a) Digital Image; (b) Diagram of the processing result of the IAMF method; (c) Physical Image; (d) Diagram of the processing result of the Non-local mean method.

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Fig 5.

Comparison of Edges with and without Pre-processing:

(a) Pre-processing edge of Digital Image; (b) Unpre-processing edge of Digital Image; (c) Pre-processing edge of Physical Image; (d) Unpre-processing edge of Physical Image.

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Fig 6.

Digital Images Comparison Experiment.

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Fig 7.

Physical Images Comparison Experiment.

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Table 1.

The comparison data table for digital image.

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Table 2.

The comparison data table for physical image.

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Table 2 Expand

Fig 8.

Comparison Experiment with deep learning methods.

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Table 3.

Comparison of FOM metrics for the two types of images.

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Fig 9.

The result of Edge Extraction of Qiang Embroidery Images.

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