Pith Number

pith:5DHOYFVE

pith:2024:5DHOYFVE4FKXDL7G7UGS3UHAOV

not attested not anchored not stored refs pending

Towards Ground-truth-free Evaluation of Any Segmentation in Medical Images

Ahjol Senbi, Chengyan Wang, Fei Lyu, Qiang Chen, Qing Li, Shuo Wang, Tao Zhou, Tianyu Huang, Wei Shao, Yizhe Zhang, Yuhui Tao

arxiv:2409.14874 v2 · 2024-09-23 · eess.IV · cs.AI · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{5DHOYFVE4FKXDL7G7UGS3UHAOV}

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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.

Cited by

2 papers in Pith

Quality-Guided Semi-Supervised Learning for Medical Image Segmentation

In search of truth: Evaluating concordance of AI-based anatomy segmentation models

Receipt and verification

First computed	2026-07-05T09:10:51.837900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8ceec16a4e15571afe6fd0d2dd0e0757e8d490565a8adb2f7176be1810b9445

Aliases

arxiv: 2409.14874 · arxiv_version: 2409.14874v2 · doi: 10.48550/arxiv.2409.14874 · pith_short_12: 5DHOYFVE4FKX · pith_short_16: 5DHOYFVE4FKXDL7G · pith_short_8: 5DHOYFVE

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/5DHOYFVE4FKXDL7G7UGS3UHAOV \
  | 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: e8ceec16a4e15571afe6fd0d2dd0e0757e8d490565a8adb2f7176be1810b9445

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52059d3551d1bf4856b6819bd4f2c4528e7c57b8c462b796006db617de1e3f7e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2024-09-23T10:12:08Z",
    "title_canon_sha256": "12a47cd82c989f7563ae1e5173a881bd797f9d48ee7de8342b5038026ad029a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.14874",
    "kind": "arxiv",
    "version": 2
  }
}