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Visualize feature maps - #53
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mattersoflight
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Oct 31, 2023
mattersoflight
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alxndrkalinin
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v0.9.0a1 is cubic's "repository-wide bug sweep" release (PR #53, 84 files, +9669/-2980). Two fixes drive this bump: - `ssim` now honours `normalize` instead of letting it vanish into `**kwargs` (skimage consumes only K1/K2/sigma/use_sample_covariance and drops the rest silently), and rejects keywords skimage would drop, so a typo raises instead of disappearing. - `scale_invariant=True` combined with `normalize`/`normalization` now raises rather than returning a quietly wrong number. That combination was silently wrong for psnr and nrmse too (psnr +45.027 -> +59.593, nrmse 0.005606 -> 0.001048). The sweep also rewrote the spectral/FSC, MicroSSIM, MS-SSIM, feature (KID/FID) and average_precision modules, so essentially every pixel and feature metric in the benchmark can move across this pin. It is therefore paired with a full re-eval rather than bumped on its own. Pinned to the tag; v0.9.0a1 is not on PyPI yet and this dependency has always resolved from git. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Add script to visualize feature maps produced by deep layers with PCA and t-SNE.