Pith Number

pith:ITGZMRS2

pith:2018:ITGZMRS2HMMESOU2ANZBYSSIY3

not attested not anchored not stored refs pending

Noise2Noise: Learning Image Restoration without Clean Data

Jaakko Lehtinen, Jacob Munkberg, Jon Hasselgren, Miika Aittala, Samuli Laine, Tero Karras, Timo Aila

arxiv:1803.04189 v3 · 2018-03-12 · cs.CV · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{ITGZMRS2HMMESOU2ANZBYSSIY3}

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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

16 papers in Pith

Self-supervised Hyperspectral Image Restoration using Separable Image Prior

Dynamic Weight-based Temporal Aggregation for Low-light Video Enhancement Under Extreme Noise

Progressive $\mathcal{J}$-Invariant Self-supervised Learning for Low-Dose CT Denoising

Evaluating Similitude and Robustness of Deep Image Denoising Models via Adversarial Attack

Linear Attention Based Deep Nonlocal Means Filtering for Multiplicative Noise Removal

Receipt and verification

First computed	2026-05-18T00:02:12.693561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44cd96465a3b18493a9a03721c4a48c6c1fdbe0ed5ca014873d2b5a305b9ef12

Aliases

arxiv: 1803.04189 · arxiv_version: 1803.04189v3 · doi: 10.48550/arxiv.1803.04189 · pith_short_12: ITGZMRS2HMME · pith_short_16: ITGZMRS2HMMESOU2 · pith_short_8: ITGZMRS2

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/ITGZMRS2HMMESOU2ANZBYSSIY3 \
  | 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: 44cd96465a3b18493a9a03721c4a48c6c1fdbe0ed5ca014873d2b5a305b9ef12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7562b148900beb1d917e2b19d05b031d22f562cddb2639a48b0ea5fca5cc8636",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2018-03-12T11:07:58Z",
    "title_canon_sha256": "c3769f7e4cc41c8b1c59ec27694b3d7035f0f3448b872328725b918afcfdaf4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.04189",
    "kind": "arxiv",
    "version": 3
  }
}