Pith Number

pith:ZCREXE7M

pith:2019:ZCREXE7MZLLKTNL6I4S4U57XWI

not attested not anchored not stored refs pending

Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology

David Tellez, Francesco Ciompi, Geert Litjens, Jeroen van der Laak, John-Melle Bokhorst, Peter Bandi, Wouter Bulten

arxiv:1902.06543 v2 · 2019-02-18 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZCREXE7MZLLKTNL6I4S4U57XWI}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Intensity augmentation for domain transfer of whole breast segmentation in MRI

Receipt and verification

First computed	2026-07-05T00:55:16.556559Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8a24b93eccad6a9b57e4725ca77f7b23aa1a361fe5168b93b71b4bdd351f095

Aliases

arxiv: 1902.06543 · arxiv_version: 1902.06543v2 · doi: 10.48550/arxiv.1902.06543 · pith_short_12: ZCREXE7MZLLK · pith_short_16: ZCREXE7MZLLKTNL6 · pith_short_8: ZCREXE7M

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/ZCREXE7MZLLKTNL6I4S4U57XWI \
  | 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: c8a24b93eccad6a9b57e4725ca77f7b23aa1a361fe5168b93b71b4bdd351f095

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b68291ab154b646e8c3a25acc2c16938756248dc1bbaee649a994870b82278e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-02-18T12:36:58Z",
    "title_canon_sha256": "eb4269bb4109fef488b955daa8c2b2e90984b15216da4de94a86166170c61d0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.06543",
    "kind": "arxiv",
    "version": 2
  }
}