Pith Number

pith:PJHFT7YB

pith:2022:PJHFT7YBHPBTEAM62WZLQY45QP

not attested not anchored not stored refs pending

Assessing generalisability of deep learning-based polyp detection and segmentation methods through a computer vision challenge

Adrian Galdran, Amr Ahmed, Chenghui Yu, Chen Yang, Christian Daul, Debesh Jha, Dominique Lamarque, Doyeob Yeo, Ece Isik-Polat, Gorkem Polat, Hyunseok Lee, James E. East, Jens Rittscher, Jiangpeng Yan, Mahmood Haithmi, Michael A. Riegler, Miguel-\'Angel Gonz\'alez Ballester, Nikhil Kumar Tomar, Noha Ghatwary, Osama E. Salem, P{\aa}l Halvorsen, Renato Cannizzaro, Sahadev Poudel, Sang-Woong Lee, Sharib Ali, Stefano Realdon, Steven Hicks, Thomas de Lange, Tianyuan Gan, Vajira Thambawita, Wuyang Li, Ziyi Jin

arxiv:2202.12031 v1 · 2022-02-24 · cs.CV · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PJHFT7YBHPBTEAM62WZLQY45QP}

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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.

Receipt and verification

First computed	2026-07-05T03:59:49.421466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a4e59ff013bc332019ed5b2b8639d83dc19ec0efec681ac2b19ef402bce5c84

Aliases

arxiv: 2202.12031 · arxiv_version: 2202.12031v1 · doi: 10.48550/arxiv.2202.12031 · pith_short_12: PJHFT7YBHPBT · pith_short_16: PJHFT7YBHPBTEAM6 · pith_short_8: PJHFT7YB

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/PJHFT7YBHPBTEAM62WZLQY45QP \
  | 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: 7a4e59ff013bc332019ed5b2b8639d83dc19ec0efec681ac2b19ef402bce5c84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3cfd35c6660aa328d987109bfcf99b956ccfbe7ed558e98d014da2d5d1e37cf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-02-24T11:25:52Z",
    "title_canon_sha256": "2263dbbd7d962d32a48d0b973e1f210d57964a6af4ae960a1f40a6b309951292"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.12031",
    "kind": "arxiv",
    "version": 1
  }
}