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Resampled Nuclear Speckle U2OS Dataset#28

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MattsonCam wants to merge 25 commits into
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review_resampled_u2os
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Resampled Nuclear Speckle U2OS Dataset#28
MattsonCam wants to merge 25 commits into
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review_resampled_u2os

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@MattsonCam

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This pr resamples the whole FOV u2os images before caching crops using the spatial resolutions from the u2os nuclear speckle dataset and the JUMP Pilot dataset.

Cameron Mattson and others added 25 commits July 1, 2026 09:18
Experiment ID:2
Run ID:5e9a052521da4320871db9625e09cf78
Run Name:agreeable-turtle-117

- ConvNeXtUNet Generator
- Single 2D crop input and single 2D crop target
- Cache-backed filtered nucleus crops generated from the configured data directory
- L1 optimization objective with L2, PSNR, SSIM, and Pearson correlation metric logging
- Normalization of input and target images using the max possible pixel intensity
- Training on entire initial dataset
- Sigmoid output activation function when computing metrics and loss and saving images
Generator Model Training Orchestration
reduced crop size from training orchestration
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@MattsonCam
MattsonCam requested a review from wli51 July 13, 2026 22:22
@wli51

wli51 commented Jul 13, 2026

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I think this PR still has a lot of diffs already merged in #27 into a different branch. Consider cleaning up the PR so that diffs are exclusive to addition of resampling.

@MattsonCam

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Superseded by #29

@MattsonCam MattsonCam closed this Jul 13, 2026
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