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Generator Model Training Orchestration#27

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MattsonCam wants to merge 15 commits into
generator_modelsfrom
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Open

Generator Model Training Orchestration#27
MattsonCam wants to merge 15 commits into
generator_modelsfrom
review_generator_models

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Generator models training orchestration is introduced and pathing is slightly refactored. Future generator models will extend this pattern for training.

@MattsonCam MattsonCam requested a review from wli51 July 1, 2026 15:47
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Cameron Mattson added 11 commits July 1, 2026 11:35
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
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