Pith Number

pith:UVXWDSXW

pith:2024:UVXWDSXWHU5IKTLABHKE7HZEML

not attested not anchored not stored refs pending

Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data

Jiacheng Hu, Runyuan Bao, Tong Zhou, Weijie He, Yang Lin, Yanlin Xiang

arxiv:2412.20345 v1 · 2024-12-29 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{UVXWDSXWHU5IKTLABHKE7HZEML}

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

Multi-Scale Transformer Architecture for Accurate Medical Image Classification

Receipt and verification

First computed	2026-07-05T09:54:57.810173Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a56f61caf63d3a854d6009d44f9f2462c8b18cbbc8b61d0369d790cd1a427200

Aliases

arxiv: 2412.20345 · arxiv_version: 2412.20345v1 · doi: 10.48550/arxiv.2412.20345 · pith_short_12: UVXWDSXWHU5I · pith_short_16: UVXWDSXWHU5IKTLA · pith_short_8: UVXWDSXW

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/UVXWDSXWHU5IKTLABHKE7HZEML \
  | 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: a56f61caf63d3a854d6009d44f9f2462c8b18cbbc8b61d0369d790cd1a427200

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cce923727552293bc7adf168cf1808bea75aff1cb41ce957b2a8c9f297b7fa90",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-29T04:07:58Z",
    "title_canon_sha256": "e14fdf4dab14009579e3212c3c9a33a8f3f141af0ad12dd7b01b347566bbaedf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20345",
    "kind": "arxiv",
    "version": 1
  }
}