Pith Number

pith:CLLKRGFG

pith:2024:CLLKRGFGWXR3GKOVKTJ35BVE6E

not attested not anchored not stored refs pending

ESA: Annotation-Efficient Active Learning for Semantic Segmentation

Akide Liu, Bowen Zhang, Jinchao Ge, Minh Hieu Phan, Shuwen Zhao, Yang Zhao, Zeyu Zhang

arxiv:2408.13491 v2 · 2024-08-24 · cs.CV

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\usepackage{pith}
\pithnumber{CLLKRGFGWXR3GKOVKTJ35BVE6E}

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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

1 paper in Pith

Speeding up the annotation process in semantic segmentation industrial applications

Receipt and verification

First computed	2026-07-05T11:49:04.024945Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12d6a898a6b5e3b329d554d3be86a4f115162489f598ab990daa5a2803864d71

Aliases

arxiv: 2408.13491 · arxiv_version: 2408.13491v2 · doi: 10.48550/arxiv.2408.13491 · pith_short_12: CLLKRGFGWXR3 · pith_short_16: CLLKRGFGWXR3GKOV · pith_short_8: CLLKRGFG

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/CLLKRGFGWXR3GKOVKTJ35BVE6E \
  | 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: 12d6a898a6b5e3b329d554d3be86a4f115162489f598ab990daa5a2803864d71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48f198235bf0abfd6a987ece32dc023fcfdfbacf706f8e26500571dd13e480e2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-08-24T06:30:03Z",
    "title_canon_sha256": "5474f531b1cf9162f5c7ddbefe9827f2cab0e81a30a4ce61d1d8dd417f35c2e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.13491",
    "kind": "arxiv",
    "version": 2
  }
}