Pith Number

pith:ZJIOL3NP

pith:2023:ZJIOL3NPYIB5XYBWQHMXD7W2VH

not attested not anchored not stored refs pending

SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and More

Chaotao Ding, Lanyun Zhu, Lingyun Sun, Papa Mao, Runlong Cao, Tianrun Chen, Yan Wang, Ying Zang, Zejian Li

arxiv:2304.09148 v3 · 2023-04-18 · 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{ZJIOL3NPYIB5XYBWQHMXD7W2VH}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

5 papers in Pith

CLIP-Guided SAM: Parameter-Efficient Semantic Conditioning for Promptable Segmentation

On Efficient Variants of Segment Anything Model: A Survey

Towards Any-Quality Image Segmentation via Generative and Adaptive Latent Space Enhancement

SGP-SAM: Self-Gated Prompting for Transferring 3D Segment Anything Models to Lesion Segmentation

Amodal SAM: A Unified Amodal Segmentation Framework with Generalization

Receipt and verification

First computed	2026-07-05T06:06:18.245717Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca50e5edafc203dbe03681d971fedaa9f74d0a6649aaa414026ae5b372c23f61

Aliases

arxiv: 2304.09148 · arxiv_version: 2304.09148v3 · doi: 10.48550/arxiv.2304.09148 · pith_short_12: ZJIOL3NPYIB5 · pith_short_16: ZJIOL3NPYIB5XYBW · pith_short_8: ZJIOL3NP

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/ZJIOL3NPYIB5XYBWQHMXD7W2VH \
  | 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: ca50e5edafc203dbe03681d971fedaa9f74d0a6649aaa414026ae5b372c23f61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d09a765921066ef667028af039ee9810b97a529c239adb6af67b157d5cdbea63",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-04-18T17:38:54Z",
    "title_canon_sha256": "5aaef4d8c77da7c4e03d7162dc49c97977332c2f229c5904f66e2e2b5b3102b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.09148",
    "kind": "arxiv",
    "version": 3
  }
}