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dwidenoise: Variance-stabilising transform #3041

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Lestropie opened this issue Nov 22, 2024 · 2 comments
Open

dwidenoise: Variance-stabilising transform #3041

Lestropie opened this issue Nov 22, 2024 · 2 comments

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@Lestropie
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Content to list publicly here now as I don't think it's novel:

https://www.sciencedirect.com/science/article/pii/S1053811920303384

Where an input noise level map is provided (#2274), data imported from voxels within a patch into the Casorati matrix can be scaled by their respective estimated noise levels, such that the variance of all columns should be approximately unity. This should correct for non-stationarity of noise level within patches that cover are physically large in size.

@Lestropie
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Added in a680743 as part of #3029.

@Lestropie
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It's quite likely that this mechanism will require greater mathematical care than it has thus far been afforded; eg. https://arxiv.org/pdf/1811.02201.

@Lestropie Lestropie reopened this Dec 6, 2024
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