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docs(dynacell): point code links at applications/dynacell on main - #538

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Now that #534 put the DynaCell application on main, the remaining links into the frozen dynacell-models branch (and one into the never-released modular-viscy-staging branch) move to https://github.com/mehta-lab/VisCy/tree/main/applications/dynacell.

  • applications/dynacell/README.md: the clone step no longer passes --branch dynacell-models, and the Code link points at main.
  • Hugging Face cards (cards/checkpoints_README.md, cards/demo_data_README.md) and the Space README: the links point at main. The live cards and Space README are re-uploaded from these files after merge.
  • croissant/builder.py: the code FileObject contentUrl changes from modular-viscy-staging to main, matching the paper, datasheet and S3 Croissant.

The paper (Overleaf), project website, open-data-registry entry and S3 README were updated the same way on 2026-11-04.

Tests: pytest applications/dynacell/tests/test_croissant.py → 17 passed.

🤖 Generated with Claude Code

https://claude.ai/code/session_015kuht3npKtb2o5E6h19xbA

alxndrkalinin and others added 4 commits November 4, 2026 12:07
The DynaCell application is on main since #534, so the README clone
instruction drops --branch dynacell-models, and the README, the two
Hugging Face cards and the Space README link to
tree/main/applications/dynacell instead of the frozen branch or the
repository root.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015kuht3npKtb2o5E6h19xbA
contentUrl still named modular-viscy-staging, a branch the release
never shipped from. It now names tree/main/applications/dynacell, the
same URL the paper, datasheet and S3 Croissant use.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015kuht3npKtb2o5E6h19xbA
iohub moved from czbiohub-sf to the Biohub organisation.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015kuht3npKtb2o5E6h19xbA
VisCy moved from mehta-lab to Biohub on GitHub. The rest of the
repository moves in a separate PR; these five files are the ones this
PR already edits.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015kuht3npKtb2o5E6h19xbA
alxndrkalinin and others added 2 commits November 6, 2026 14:36
"Reviewer-accessible sample" was review-phase wording; the release
and the paper now call it a demo subsample.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015kuht3npKtb2o5E6h19xbA
- dataUseCases: virtual staining is the intended task; representation
  learning moves to "possible but not validated", the use cases list
  what the paper validates, and the unsupported "organelle
  classification benchmarks" and "PCC, SSIM, and FID" claims go.
- iPSC nucleus and membrane are the Allen DNA and membrane dye channels
  (ChannelNumber405 / ChannelNumber638 in the conversion), not H2B and
  CAAX; only SEC61B and TOMM20 are endogenous tags.
- iPSC training split is 500 FOVs for nucleus, membrane and
  mitochondria and 423 for ER.
- No A549 perturbation is held out; training includes ZIKV and DENV.
- Phase is reconstructed from brightfield volumes, not multi-angle
  transmitted light.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_015kuht3npKtb2o5E6h19xbA

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