Pith Number

pith:BZ4DZVVL

pith:2024:BZ4DZVVLZUDBKKFBHQFP3NBWT3

not attested not anchored not stored refs pending

From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo Labels

Minglei Shu, Yanning Zhang, Yiwen Ye, Yong Xia, Zhisong Wang, Ziyang Chen

arxiv:2408.12814 v2 · 2024-08-23 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BZ4DZVVLZUDBKKFBHQFP3NBWT3}

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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

1 paper in Pith

Enjoying Information Dividend: Gaze Track-based Medical Weakly Supervised Segmentation

Receipt and verification

First computed	2026-07-05T11:52:56.390797Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e783cd6abcd061528a13c0afdb4369ecf50e26506890cd036a200b529eec554

Aliases

arxiv: 2408.12814 · arxiv_version: 2408.12814v2 · doi: 10.48550/arxiv.2408.12814 · pith_short_12: BZ4DZVVLZUDB · pith_short_16: BZ4DZVVLZUDBKKFB · pith_short_8: BZ4DZVVL

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/BZ4DZVVLZUDBKKFBHQFP3NBWT3 \
  | 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: 0e783cd6abcd061528a13c0afdb4369ecf50e26506890cd036a200b529eec554

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "847b200230a0fc8ab52ed55c4f27d32a42bde46ab4216af559871d1ca8ab3009",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-08-23T03:19:20Z",
    "title_canon_sha256": "d2bc434589ee95499f22fdf9d2c00c925112268177d9d45c57e0bf1a23c90d6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.12814",
    "kind": "arxiv",
    "version": 2
  }
}