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We proposed a simple but successful fusion method for combining the conventional image processing algorithm with CNN to improve the clarity of your sand dust visuals. The proposed fusion algorithm presents a novel way for upcoming exploration on sand dust impression enhancement.
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In sandstorm weather, the concentration of sand dust photos will not be evenly dispersed, which results in a larger color deviation array of the true-earth degraded visuals compared to the synthetic photos. The problem of sand dust elimination in authentic scene visuals is noticeably higher than in synthetic images. To additional Assess the efficiency on the algorithms, it is necessary to carry out comparisons on true-entire world sand dust photographs. We provide numerous comparative examples of actual-globe degraded pictures with various visibility ranges, as shown in Fig. 8. CIDC16 and TTFIO23 can take out the dust and Increase the clarity with the impression, but the photographs processed by the algorithms still have noticeable shade distortion. Despite the fact that NGT19 and HRDCP15 can balance the hue and brightness of the pictures the contrast of the get more info results is simply too small and the final results remain hazy in eyesight.
The device within the network includes a convolution layer, a here normalization layer, and an activation layer. The skip connections in the product can keep more information movement within the education approach.
Take a look at a lot of royalty‑cost-free vectors in a variety of formats and variations, which includes exclusives you can only discover on Getty Photos.
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