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Pith Number

pith:NDVRW6KT

pith:2018:NDVRW6KTWGP4WN3UMXTLTTMEKX
not attested not anchored not stored refs pending

Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks

Guotai Wang, Jan Deprest, Michael Aertsen, Sebastien Ourselin, Tom Vercauteren, Wenqi Li

arxiv:1807.07356 v3 · 2018-07-19 · cs.CV

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\usepackage{pith}
\pithnumber{NDVRW6KTWGP4WN3UMXTLTTMEKX}

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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.
Receipt and verification
First computed 2026-05-17T23:54:22.772812Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

68eb1b7953b19fcb377465e6b9cd8455edd9c0e38576aea37a941ca69c0e1b1d

Aliases

arxiv: 1807.07356 · arxiv_version: 1807.07356v3 · doi: 10.48550/arxiv.1807.07356 · pith_short_12: NDVRW6KTWGP4 · pith_short_16: NDVRW6KTWGP4WN3U · pith_short_8: NDVRW6KT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NDVRW6KTWGP4WN3UMXTLTTMEKX \
  | 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: 68eb1b7953b19fcb377465e6b9cd8455edd9c0e38576aea37a941ca69c0e1b1d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d63967cd8c720a51fcaacb7bcb36a8e8c834ecc06966f56a70d66fac7e2c64a2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2018-07-19T11:58:14Z",
    "title_canon_sha256": "d1b07193ce8e96201881cd79e3d98b4c6d09e05e38066f4f2b74d5336cd7dabe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.07356",
    "kind": "arxiv",
    "version": 3
  }
}