Fix center slice metrics for 3D output #51
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edyoshikun
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Sep 9, 2023
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thanks @ziw-liu . This should fix the issue I was having running the test.
ziw-liu
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Sep 25, 2023
ziw-liu
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* pixelshuffle decoder * Allow sampling multiple patches from the same stack (#35) * 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 * add flop counting script * 3d ouput head * add datamodule target dims mode * remove unused argument and configure drop path * move architecture argument to model level * DLMBL 2023 excercise (#36) * 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> * fix channel dimension size for example input #40 * fix argument linking * 3D prediction writer sliding windows are blended with uniform average * update network diagram * upgrade flop counting * shallow 3D (2.5D) SSIM metric * ms-ssim * mixed loss * fix arguments * fix inheritance * fix weight checking * squeeze metric * aggregate metrics * optinal clamp to stabilize gradient of MS-SSIM * fix calling * increase epsilon * disable autocast for loss * shuffle validation data for logging this hurts cache hit rate, but can avoid logging neighboring windows * simplify decoder structure * pop-head * fix head expansion * init conv weights * update diagnostic scripts * fix center slice metrics for 3D output (#51) * Configure the number of image samples logged at each epoch and batch (#49) * log sample size at epoch and batch levels * update example configs * do not shuffle validation dataset * fix upsampling weight initialization * fix merge * fix merge error * fix formatting --------- Co-authored-by: Shalin Mehta <shalin.mehta@gmail.com> Co-authored-by: Shalin Mehta <shalin.mehta@czbiohub.org>
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Fix the center slice index for 3D output when computing metrics.