Pith Number

pith:B6QAWTU6

pith:2024:B6QAWTU6U3OJ3AZP4M5AZWXDUX

not attested not anchored not stored refs pending

How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model

Hanxue Gu, Haoyu Dong, Jichen Yang, Maciej A. Mazurowski

arxiv:2404.09957 v3 · 2024-04-15 · cs.CV · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B6QAWTU6U3OJ3AZP4M5AZWXDUX}

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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

MAE-SAM2: Mask Autoencoder-Enhanced SAM2 for Clinical Retinal Vascular Leakage Segmentation

From pre-training to downstream performance: Does domain-specific pre-training make sense?

Receipt and verification

First computed	2026-07-05T11:00:36.902895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fa00b4e9ea6dc9d832fe33a0cdae3a5eef2f0e5e964269f845b3eaed39ac579

Aliases

arxiv: 2404.09957 · arxiv_version: 2404.09957v3 · doi: 10.48550/arxiv.2404.09957 · pith_short_12: B6QAWTU6U3OJ · pith_short_16: B6QAWTU6U3OJ3AZP · pith_short_8: B6QAWTU6

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/B6QAWTU6U3OJ3AZP4M5AZWXDUX \
  | 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: 0fa00b4e9ea6dc9d832fe33a0cdae3a5eef2f0e5e964269f845b3eaed39ac579

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90ec543898e2a35f90264cf434c74d053d165718d33de4cbe79ac43e51793dbf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-15T17:31:32Z",
    "title_canon_sha256": "6164e646734229c7704af0c5e9f249ca56370ea894853e3eaf04aca18a7e916b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.09957",
    "kind": "arxiv",
    "version": 3
  }
}