Pith Number

pith:V6BTH3UQ

pith:2023:V6BTH3UQ2CW3Q3U7QTH64IMHMD

not attested not anchored not stored refs pending

How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything Model

Hanxue Gu, Maciej A. Mazurowski, Shen Zhao, Yixin Zhang

arxiv:2312.10600 v3 · 2023-12-17 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V6BTH3UQ2CW3Q3U7QTH64IMHMD}

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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

Single-Pass Object-Focused Data Selection

Receipt and verification

First computed	2026-07-05T10:04:10.980053Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af8333ee90d0adb86e9f84cfee218760d8850eb973023c8bfb2e7c03d551bdf6

Aliases

arxiv: 2312.10600 · arxiv_version: 2312.10600v3 · doi: 10.48550/arxiv.2312.10600 · pith_short_12: V6BTH3UQ2CW3 · pith_short_16: V6BTH3UQ2CW3Q3U7 · pith_short_8: V6BTH3UQ

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/V6BTH3UQ2CW3Q3U7QTH64IMHMD \
  | 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: af8333ee90d0adb86e9f84cfee218760d8850eb973023c8bfb2e7c03d551bdf6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67b0ba845fe9d21b87ba2c357a826aec28a5bbcd90fa381075216958a04e81b5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-17T04:26:42Z",
    "title_canon_sha256": "6ade8f222be0e587af013292c0fe28b2b1bbb4c9642325bb2826d3d552ef6b99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.10600",
    "kind": "arxiv",
    "version": 3
  }
}