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Improve image downscaling using progressive steps to reduce artifacts. #3069
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I would be curious on your reasoning of putting bilinear filtering as
falsehere andtrueabove while wondering if it should befalseeven above ortrueeven here ?Uh oh!
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@shubham1g5 Bilinear filtering is set as
trueto prevent visual artifacts at the cost of image quality. For the final step it is keptfalseto persevere image quality and reduce performance impact.There was a problem hiding this comment.
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Can you elaborate more on what do you mean by preventing visual artifacts and why does it not matter in the final step when it matters in the intermediary steps ?
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@shubham1g5 Visual artifacts like moiré patterns and stippling occur primarily when downsampling at large ratios. Bilinear filtering averages neighboring pixels, which helps smooth out these artifacts.
When reducing dimensions by large factors, the sampling grid can align improperly with high-frequency details in the original image. This causes interference patterns - similar to strange patterns in digital photos of striped fabrics. In intermediary steps, bilinear filtering helps by averaging pixels, softening these problematic interference patterns.
In the final step, these artifacts matter less because:
In the final step, bilinear filtering could also be kept
true, but may reduce image quality and impact performance. So it is keptfalseto preserve sharpness and detail in the final image while maintaining better performance.There was a problem hiding this comment.
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that's insightful, thanks for the detailed explanation here.