Pith Number

pith:QK73LTEN

pith:2021:QK73LTEN6L6XBMHZ6E5CWYCDPY

not attested not anchored not stored refs pending

The MVTec 3D-AD Dataset for Unsupervised 3D Anomaly Detection and Localization

Carsten Steger, David Sattlegger, Paul Bergmann, Xin Jin

arxiv:2112.09045 v1 · 2021-12-16 · cs.CV

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\usepackage{pith}
\pithnumber{QK73LTEN6L6XBMHZ6E5CWYCDPY}

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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

11 papers in Pith

CoGeoAD: Hierarchical Color-Geometric Fusion with Multi-View Attention for Zero-Shot 3D Anomaly Detection

CMDS-AD: Cross-Modal Dual-Stream Decoupling for Few-Shot Anomaly Detection

VT-3DAD: Cross-Category 3D Anomaly Detection via Visual-Text Normal Space Alignment

Learning Topology-Aware Representations via Test-Time Adaptation for Anomaly Segmentation

Parameter Efficient Multi-Class Intelligent Scheduling for Multimodal Online Distributed Industrial Anomaly Detection

Receipt and verification

First computed	2026-07-05T03:59:43.301880Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82bfb5cc8df2fd70b0f9f13a2b60437e26fb55ea75a8e0c5f0080a15400d4f71

Aliases

arxiv: 2112.09045 · arxiv_version: 2112.09045v1 · doi: 10.48550/arxiv.2112.09045 · pith_short_12: QK73LTEN6L6X · pith_short_16: QK73LTEN6L6XBMHZ · pith_short_8: QK73LTEN

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/QK73LTEN6L6XBMHZ6E5CWYCDPY \
  | 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: 82bfb5cc8df2fd70b0f9f13a2b60437e26fb55ea75a8e0c5f0080a15400d4f71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f4215bb5a3a0618f890e08b94171ce8958850322e7781b2b0a90d293f7e7988",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-12-16T17:35:51Z",
    "title_canon_sha256": "0dc6bfc14b438ef353d66668c969be432369b6d9f607e92a0d62d9206154746b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.09045",
    "kind": "arxiv",
    "version": 1
  }
}