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Baseline 3D-LUNeXt - #58

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ziw-liu merged 40 commits into
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midconv-mixed-baseline
Nov 1, 2023
Merged

ziw-liu merged 40 commits into
mainfrom
midconv-mixed-baseline

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@ziw-liu

@ziw-liu ziw-liu commented Oct 5, 2023

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Baseline upgrade of the 3D-LUNeXt model.

ziw-liu and others added 30 commits August 17, 2023 14:52
* sample multiple patches from one stack

* do not use type annotations from future
it breaks jsonargparse

* fix channel stacking for non-training samples

* remove batch size from model
the metrics will be automatically reduced by lightning
* updated intro and paths

* updated figures, tested data loader

* setup.sh fetches correct dataset

* finalized the exercise outline

* semi-final exercise

* parts 1 and 2 tested, part 3 outline ready

* clearer variables, train with larger patch size

* fix typo

* clarify variable names

* trying to log graph

* match example size with training

* reuse globals

* fix reference

* log sample images from the first batch

* wider model

* low LR solution

* fix path

* seed everything

* fix test dataset without masks

* metrics solution
this needs a new test dataset

* fetch test data, compute metrics

* byass cellpose import error due to numpy version conflicts

* final exercise

* moved files

* fixed formatting - ready for review

* viscy -> VisCy (#34) (#39)

Introducing capitalization to highlight vision and single-cell aspects of the pipeline.

* trying to log graph

* log graph

* black

---------

Co-authored-by: Shalin Mehta <shalin.mehta@gmail.com>
Co-authored-by: Shalin Mehta <shalin.mehta@czbiohub.org>
sliding windows are blended with uniform average
this hurts cache hit rate, but can avoid logging neighboring windows
@ziw-liu
ziw-liu marked this pull request as ready for review October 31, 2023 20:55
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mattersoflight self-requested a review October 31, 2023 20:55
@ziw-liu

ziw-liu commented Nov 1, 2023

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@edyoshikun I'm trying to keep this the same as we are using for the mantis figures. I've tested that /hpc/projects/comp.micro/mantis/2023_08_18_A549_DRAQ5/3-registration/prediction/predict.yml still predicts the same results.

I will handle renaming and other refactoring after this merges.

@ziw-liu
ziw-liu merged commit 2115af3 into main Nov 1, 2023
@ziw-liu
ziw-liu deleted the midconv-mixed-baseline branch November 1, 2023 20:36
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2 participants