Pith Number

pith:H72YTHPZ

pith:2024:H72YTHPZGFJMJYQ4ZTJ3ERR74A

not attested not anchored not stored refs pending

Inspiring the Next Generation of Segment Anything Models: Comprehensively Evaluate SAM and SAM 2 with Diverse Prompts Towards Context-Dependent Concepts under Different Scenes

Chenyang Yu, Georges El Fakhri, Hanqi Liu, Huchuan Lu, Jiaming Zuo, Jinsong Ouyang, Lihe Zhang, Shijie Chang, Weisi Lin, Xiaofeng Liu, Xiaoqi Zhao, Youwei Pang, Yuan Zhao

arxiv:2412.01240 v3 · 2024-12-02 · 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{H72YTHPZGFJMJYQ4ZTJ3ERR74A}

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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

ConceptSeg-R1: Segment Any Concept via Meta-Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:59:09.385517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ff5899df93152c4e21cccd3b2463fe03ea396293d38ce262f0f09ce26458a91

Aliases

arxiv: 2412.01240 · arxiv_version: 2412.01240v3 · doi: 10.48550/arxiv.2412.01240 · pith_short_12: H72YTHPZGFJM · pith_short_16: H72YTHPZGFJMJYQ4 · pith_short_8: H72YTHPZ

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/H72YTHPZGFJMJYQ4ZTJ3ERR74A \
  | 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: 3ff5899df93152c4e21cccd3b2463fe03ea396293d38ce262f0f09ce26458a91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "532e8a7b6dbe35a51bde936681b201372f27cf10eaaa86787e070d11e9b853fb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-02T08:03:56Z",
    "title_canon_sha256": "1df21ee9aefbd515287c54731f83881b925a13213f81fd1b8fd5ac5d61b6f5e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01240",
    "kind": "arxiv",
    "version": 3
  }
}