Pith Number

pith:ML4RBQPQ

pith:2025:ML4RBQPQFEAHBSVZCVTXAF4IHN

not attested not anchored not stored refs pending

Domain Adaptation for Big Data in Agricultural Image Analysis: A Comprehensive Review

Choon Ki Ahn, Dawei Zhang, Huiliang Shang, Qianqian Duan, Siyuan Chen, Xing Hu

arxiv:2506.05972 v5 · 2025-06-06 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ML4RBQPQFEAHBSVZCVTXAF4IHN}

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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

Attention mechanisms and transfer learning for robust peach leaf damage classification under domain shift

Are vision-language models ready to zero-shot replace supervised classification models in agriculture?

Receipt and verification

First computed	2026-07-05T12:02:02.470807Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62f910c1f0290070cab915677017883b5fb9fd1b96d33635bf298fe7245e245d

Aliases

arxiv: 2506.05972 · arxiv_version: 2506.05972v5 · doi: 10.48550/arxiv.2506.05972 · pith_short_12: ML4RBQPQFEAH · pith_short_16: ML4RBQPQFEAHBSVZ · pith_short_8: ML4RBQPQ

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/ML4RBQPQFEAHBSVZCVTXAF4IHN \
  | 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: 62f910c1f0290070cab915677017883b5fb9fd1b96d33635bf298fe7245e245d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e907015bef3c5a28e27437901ee4d946a40a255cdf2b55f21ea192b7acef386f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-06-06T10:52:10Z",
    "title_canon_sha256": "343c430ca1dae2b50f73bacd8b5ba9ce7fe7c5968dfdb9b3197edb7c077818a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05972",
    "kind": "arxiv",
    "version": 5
  }
}