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Image normalization about birads_classifier HOT 3 CLOSED

nyukat avatar nyukat commented on August 18, 2024
Image normalization

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Comments (3)

jpatrickpark avatar jpatrickpark commented on August 18, 2024 1

During training and inference, we directly standardized original 12-bit integer values without rescaling the images to 0-255 range. The images have values typically in the 0-4095 range. We did not apply any preprocessing that is not mentioned in the paper. Depending on the manufacturer, their proprietary preprocessing algorithms may have been applied in the images.

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jpatrickpark avatar jpatrickpark commented on August 18, 2024 1

If I remember correctly, all valid mammograms we have were within the 0-4095 range.

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abrichr avatar abrichr commented on August 18, 2024

Thank you for the quick response! Regarding the following:

The images have values typically in the 0-4095 range.

Can you please clarify: does this mean that some images had values outside this range? If so, do you know approximately how many, and in which ranges?

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