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Pith Number

pith:ATZE2RIQ

pith:2024:ATZE2RIQS2ZQA5VKR2CKOFBMQS
not attested not anchored not stored refs pending

Heuristical Comparison of Vision Transformers Against Convolutional Neural Networks for Semantic Segmentation on Remote Sensing Imagery

Ashim Dahal, Nick Rahimi, Saydul Akbar Murad

arxiv:2411.09101 v2 · 2024-11-14 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{ATZE2RIQS2ZQA5VKR2CKOFBMQS}

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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 2026-07-05T11:03:53.842942Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

04f24d451096b30076aa8e84a7142c84ab26d03227e8f00631619b4a7e08a882

Aliases

arxiv: 2411.09101 · arxiv_version: 2411.09101v2 · doi: 10.48550/arxiv.2411.09101 · pith_short_12: ATZE2RIQS2ZQ · pith_short_16: ATZE2RIQS2ZQA5VK · pith_short_8: ATZE2RIQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ATZE2RIQS2ZQA5VKR2CKOFBMQS \
  | 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: 04f24d451096b30076aa8e84a7142c84ab26d03227e8f00631619b4a7e08a882
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "189e374c8143db6caab6159d328a0c5afe23e2cc3b0e53e3fd5dde09d3397de0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-14T00:18:04Z",
    "title_canon_sha256": "31e34bc84653bcdb698505f3ff1a4dfb73c2927ad371c0a04cf72ee8f651c340"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09101",
    "kind": "arxiv",
    "version": 2
  }
}