Pith Number

pith:LVBP5KYS

pith:2026:LVBP5KYSOPUUTKKHBBS56BZW57

not attested not anchored not stored refs pending

MicroscopyMatching: Towards a Ready-to-use Framework for Microscopy Image Analysis in Diverse Conditions

Haoxuan Qu, Hossein Rahmani, Jeff W. Lichtman, Jun Liu, Shuohong Wang, Xiaofei Hui

MicroscopyMatching reformulates diverse microscopy analysis tasks as matching problems solved by pre-trained latent diffusion models to enable reliable segmentation, tracking, and counting across varied conditions without adaptation.

arxiv:2605.14980 v1 · 2026-05-14 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{LVBP5KYSOPUUTKKHBBS56BZW57}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

we present the first ready-to-use microscopy image analysis framework, MicroscopyMatching, that can reliably perform key analysis tasks (including segmentation, tracking, and counting) across diverse microscopy analysis settings. ... MicroscopyMatching reformulates diverse microscopy image analysis tasks as a unified matching problem, effectively handling this problem by exploiting the robust matching capability from pre-trained latent diffusion models.

C2weakest assumption

That pre-trained latent diffusion models possess robust matching capability sufficient to generalize across the substantial diversity of biological object types, sample processing protocols, imaging equipment, and analysis tasks without any adaptation or fine-tuning.

C3one line summary

Formal links

2 machine-checked theorem links

Receipt and verification

First computed	2026-05-17T23:38:55.116813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d42feab1273e949a9470865df0736efd484cef0425da7bf3789ff94ce622974

Aliases

arxiv: 2605.14980 · arxiv_version: 2605.14980v1 · doi: 10.48550/arxiv.2605.14980 · pith_short_12: LVBP5KYSOPUU · pith_short_16: LVBP5KYSOPUUTKKH · pith_short_8: LVBP5KYS

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/LVBP5KYSOPUUTKKHBBS56BZW57 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 5d42feab1273e949a9470865df0736efd484cef0425da7bf3789ff94ce622974

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7ba156fbe386a5fca7b5c373bf9988beffdba19be6ccef1bfd9535a6e6011bb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-14T15:44:26Z",
    "title_canon_sha256": "c9d0430bd31b984bb60783c7f677c8f9a6a29a71a779fca0cb5c236b85f3447b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.14980",
    "kind": "arxiv",
    "version": 1
  }
}