Pith Number

pith:DAK4UXF2

pith:2024:DAK4UXF2RZKCFQNSJRB524VGN7

not attested not anchored not stored refs pending

SegHeD+: Segmentation of Heterogeneous Data for Multiple Sclerosis Lesions with Anatomical Constraints and Lesion-aware Augmentation

Berke Doga Basaran, Paul M. Matthews, Wenjia Bai

arxiv:2412.10946 v1 · 2024-12-14 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{DAK4UXF2RZKCFQNSJRB524VGN7}

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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

Rethinking Evaluation of Multiple Sclerosis (MS) Lesion Segmentation Models

Receipt and verification

First computed	2026-07-05T09:49:24.854715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1815ca5cba8e5422c1b24c43dd72a66fff734ca5bd5db1174cdf9c7e1d559671

Aliases

arxiv: 2412.10946 · arxiv_version: 2412.10946v1 · doi: 10.48550/arxiv.2412.10946 · pith_short_12: DAK4UXF2RZKC · pith_short_16: DAK4UXF2RZKCFQNS · pith_short_8: DAK4UXF2

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/DAK4UXF2RZKCFQNSJRB524VGN7 \
  | 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: 1815ca5cba8e5422c1b24c43dd72a66fff734ca5bd5db1174cdf9c7e1d559671

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c41bd712498d49886784d2289c4060a75c8366f0451ed807161865b07a6ff37",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-14T19:44:25Z",
    "title_canon_sha256": "a3cdd3a33aef52669d48269b8d9269c3d97a706e8039c1dece2805fa15682804"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10946",
    "kind": "arxiv",
    "version": 1
  }
}