Pith Number

pith:U4FV2L2I

pith:2024:U4FV2L2IEF6LOTKTEZMBZGAEM4

not attested not anchored not stored refs pending

SAM as the Guide: Mastering Pseudo-Label Refinement in Semi-Supervised Referring Expression Segmentation

Danni Yang, Haowei Wang, Jiayi Ji, Rongrong Ji, Tianyu Guo, Xiaoshuai Sun, Yiwei Ma

arxiv:2406.01451 v1 · 2024-06-03 · cs.CV · cs.MM

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U4FV2L2IEF6LOTKTEZMBZGAEM4}

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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

SAMST: A Transformer framework based on SAM pseudo label filtering for remote sensing semi-supervised semantic segmentation

Receipt and verification

First computed	2026-07-05T08:26:40.020085Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a70b5d2f48217cb74d5326581c9804671b6360a4dd90d6e4a933917d6f7e8584

Aliases

arxiv: 2406.01451 · arxiv_version: 2406.01451v1 · doi: 10.48550/arxiv.2406.01451 · pith_short_12: U4FV2L2IEF6L · pith_short_16: U4FV2L2IEF6LOTKT · pith_short_8: U4FV2L2I

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/U4FV2L2IEF6LOTKTEZMBZGAEM4 \
  | 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: a70b5d2f48217cb74d5326581c9804671b6360a4dd90d6e4a933917d6f7e8584

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f5c298d1126ae321ce5da94b0383248aef91f5e35398f1aed38b1d5d4132e15",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-06-03T15:42:30Z",
    "title_canon_sha256": "ad1798cc82dc694eef835e908656606382411022cf9d541de371917e12cc7794"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01451",
    "kind": "arxiv",
    "version": 1
  }
}