Pith Number

pith:XNB2MBEF

pith:2017:XNB2MBEFPMXO626QFLTXAOUDSU

not attested not anchored not stored refs pending

A Review on Deep Learning Techniques Applied to Semantic Segmentation

Alberto Garcia-Garcia, Jose Garcia-Rodriguez, Sergio Orts-Escolano, Sergiu Oprea, Victor Villena-Martinez

arxiv:1704.06857 v1 · 2017-04-22 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{XNB2MBEFPMXO626QFLTXAOUDSU}

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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

5 papers in Pith

Analyzing the Cross-Sensor Portability of Neural Network Architectures for LiDAR-based Semantic Labeling

Understanding Deep Learning Techniques for Image Segmentation

Learning to Theorize the World from Observation

Adaptive Dual Residual U-Net with Attention Gate and Multiscale Spatial Attention Mechanisms (ADRUwAMS)

Cross-Stage Attention Propagation for Efficient Semantic Segmentation

Receipt and verification

First computed	2026-05-18T00:45:55.568076Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb43a604857b2eef6bd02ae7703a83952ac64e8546a7b5f175b9b4ff00d6cab7

Aliases

arxiv: 1704.06857 · arxiv_version: 1704.06857v1 · doi: 10.48550/arxiv.1704.06857 · pith_short_12: XNB2MBEFPMXO · pith_short_16: XNB2MBEFPMXO626Q · pith_short_8: XNB2MBEF

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/XNB2MBEFPMXO626QFLTXAOUDSU \
  | 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: bb43a604857b2eef6bd02ae7703a83952ac64e8546a7b5f175b9b4ff00d6cab7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a704aee99c3b15243ccd56b426b571aded1b7ca86eddd4217d25c7a85e9dc0fa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2017-04-22T23:37:43Z",
    "title_canon_sha256": "b38d522240ef416b35a87e935f7817e20d3090ffc7062aface913e33d6950798"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1704.06857",
    "kind": "arxiv",
    "version": 1
  }
}