Pith Number

pith:GQNAEZGZ

pith:2021:GQNAEZGZFC2RNLXILH5EX6ULKM

not attested not anchored not stored refs pending

A systematic review of transfer learning based approaches for diabetic retinopathy detection

Atilla \"Ozg\"ur, B\"u\c{s}ra K\"ubra Karaca, Burcu Oltu, Hamit Erdem

arxiv:2105.13793 v1 · 2021-05-28 · eess.IV · 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{GQNAEZGZFC2RNLXILH5EX6ULKM}

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

Addressing High Class Imbalance in Multi-Class Diabetic Retinopathy Severity Grading with Augmentation and Transfer Learning

Receipt and verification

First computed	2026-07-05T02:44:11.576606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

341a0264d928b516aee859fa4bfa8b5333bebbc03e194dc6c3853bf5aac2d0eb

Aliases

arxiv: 2105.13793 · arxiv_version: 2105.13793v1 · doi: 10.48550/arxiv.2105.13793 · pith_short_12: GQNAEZGZFC2R · pith_short_16: GQNAEZGZFC2RNLXI · pith_short_8: GQNAEZGZ

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/GQNAEZGZFC2RNLXILH5EX6ULKM \
  | 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: 341a0264d928b516aee859fa4bfa8b5333bebbc03e194dc6c3853bf5aac2d0eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39b8c6927c1efbb0971c05b191a60d76a110236580ca7cafe45f689a557eccc5",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2021-05-28T12:58:31Z",
    "title_canon_sha256": "977a8f3925008cd38ac5f671c72ab6a6a94b737be8a43e74f7d9772cf8fb1292"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.13793",
    "kind": "arxiv",
    "version": 1
  }
}