Figure 6.
A comparison shows Reference H R 0060 with D i V A Net, S Mixer t and Ours reconstructions and corresponding gradient maps.Four elbow X ray images are shown in the top row labelled Reference H R 0060, D i V A Net, S Mixer t, and Ours. Each image displays the same elbow joint region in a similar rotated orientation. The bottom row shows gradient maps labelled H R Gradient, D i V A Net Gradient, S Mixer Gradient, and Ours Gradient. Each gradient map represents edge intensity patterns of the corresponding top image. A vertical scale bar appears at the right of the gradient row with values 0, 100, 200, and 300.

Histogram of oriented gradients (HOG) as a visualization feature to display the edge gradient information of the SR images. We presented 0060 samples with an ×2 upsampling factor, incorporating DiVANet and ShuffleMixer (tiny) as benchmark comparisons. Best viewed in color

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