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Pith Number

pith:W4OTNMHB

pith:2021:W4OTNMHB5ETSYWCX4IXROMS464
not attested not anchored not stored refs pending

Is the aspect ratio of cells important in deep learning? A robust comparison of deep learning methods for multi-scale cytopathology cell image classification: from convolutional neural networks to visual transformers

Changhao Sun, Chen Li, Haoyuan Chen, Hongzan Sun, Marcin Grzegorzek, Md Mamunur Rahamana, Tao Jiang, Wanli Liu, Weiming Hu, Xiangchen Wu, Yudong Yao

arxiv:2105.07402 v4 · 2021-05-16 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{W4OTNMHB5ETSYWCX4IXROMS464}

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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 2026-07-05T03:29:48.947535Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b71d36b0e1e9272c5857e22f17325cf72ab68da77391a1e725271cc33aa5137e

Aliases

arxiv: 2105.07402 · arxiv_version: 2105.07402v4 · doi: 10.48550/arxiv.2105.07402 · pith_short_12: W4OTNMHB5ETS · pith_short_16: W4OTNMHB5ETSYWCX · pith_short_8: W4OTNMHB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/W4OTNMHB5ETSYWCX4IXROMS464 \
  | 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: b71d36b0e1e9272c5857e22f17325cf72ab68da77391a1e725271cc33aa5137e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d4517d6df9e6fd61bdb148a02e6ff8f4ceaec489387777a2a5b59b544c4ddd83",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-05-16T10:37:36Z",
    "title_canon_sha256": "75c81b2107cbe14498b48bbb09913819f61313f2c7e8e77918b5bf99586f5834"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.07402",
    "kind": "arxiv",
    "version": 4
  }
}