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Preprocessing data issue related to non-natural scenery #5

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pcaversaccio opened this issue Feb 1, 2022 · 1 comment
Open

Preprocessing data issue related to non-natural scenery #5

pcaversaccio opened this issue Feb 1, 2022 · 1 comment
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ai tools 🤖 Issues related to AI tools bug 🐛 Something isn't working

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@pcaversaccio
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User feedback:
A data-related issue I saw; those preprocessing steps may not be suitable for non-natural scenery or other possible cases. For retinal images, it really messes with the image characteristics. for example, a very bright but small exudate in the middle of the image causes the rest of the image to go fully dark after a preprocessing step (not sure which one though). I would be careful in applying the preprocessing steps randomly and without considering the nature of the images.

@pcaversaccio pcaversaccio added bug 🐛 Something isn't working ai tools 🤖 Issues related to AI tools labels Feb 1, 2022
@AI-Daita
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Yes, will be improved with the function of health check. Users will decide with features that they want to check and normalization with preprocessing.
With MVP, random preprocessing is not a good approach. @pcaversaccio

@pcaversaccio pcaversaccio transferred this issue from another repository Feb 23, 2022
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