Pith Number

pith:KEMKJNZG

pith:2024:KEMKJNZGPLMFW7THCB4DO5KSPU

not attested not anchored not stored refs pending

A survey of synthetic data augmentation methods in computer vision

Alhassan Mumuni, Fuseini Mumuni, Nana Kobina Gerrar

arxiv:2403.10075 v2 · 2024-03-15 · cs.CV · cs.GR · cs.LG

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\usepackage{pith}
\pithnumber{KEMKJNZGPLMFW7THCB4DO5KSPU}

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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.

Cited by

2 papers in Pith

AtteConDA: Attention-Based Conflict Suppression in Multi-Condition Diffusion Models and Synthetic Data Augmentation

Disentangle-then-Refine: LLM-Guided Decoupling and Structure-Aware Refinement for Graph Contrastive Learning

Receipt and verification

First computed	2026-07-05T08:02:05.629373Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5118a4b7267ad85b7e6710783775527d2b7d799fc103a3a9e1c4e785f8c392ff

Aliases

arxiv: 2403.10075 · arxiv_version: 2403.10075v2 · doi: 10.48550/arxiv.2403.10075 · pith_short_12: KEMKJNZGPLMF · pith_short_16: KEMKJNZGPLMFW7TH · pith_short_8: KEMKJNZG

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/KEMKJNZGPLMFW7THCB4DO5KSPU \
  | 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: 5118a4b7267ad85b7e6710783775527d2b7d799fc103a3a9e1c4e785f8c392ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02587fa74c210a36d6c70e44593e860ca738b89106a6e78acaafacaad39c49ef",
    "cross_cats_sorted": [
      "cs.GR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-15T07:34:08Z",
    "title_canon_sha256": "4fd5e128a795afe685056b41648d3197b7fc55411cfa3b7dc94bdad7f36da070"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.10075",
    "kind": "arxiv",
    "version": 2
  }
}