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Pith Number

pith:3R6NZYPF

pith:2023:3R6NZYPFQVNDT6QFJNGXAL6QJZ
not attested not anchored not stored refs pending

Very high resolution canopy height maps from RGB imagery using self-supervised vision transformer and convolutional decoder trained on Aerial Lidar

Ben Nosarzewski, Brian White, Camille Couprie, Daniel Haziza, Guillaume Couairon, Hung-I Yang, Huy Vo, Jamie Tolan, Janaki Vamaraju, John Brandt, Justine Spore, Piotr Bojanowski, Sayantan Majumdar, Theo Moutakanni, Tobias Tiecke, Tracy Johns

arxiv:2304.07213 v3 · 2023-04-14 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{3R6NZYPFQVNDT6QFJNGXAL6QJZ}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T07:24:36.903168Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

dc7cdce1e5855a39fa054b4d702fd04e592c39a52a2e13f5f2cd6df00d682dd0

Aliases

arxiv: 2304.07213 · arxiv_version: 2304.07213v3 · doi: 10.48550/arxiv.2304.07213 · pith_short_12: 3R6NZYPFQVND · pith_short_16: 3R6NZYPFQVNDT6QF · pith_short_8: 3R6NZYPF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3R6NZYPFQVNDT6QFJNGXAL6QJZ \
  | 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: dc7cdce1e5855a39fa054b4d702fd04e592c39a52a2e13f5f2cd6df00d682dd0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d98b1b8c6fa8aef76f016f3aa1933410b1c65bde85823ab89d03f009e40b2073",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-04-14T15:52:57Z",
    "title_canon_sha256": "36d6f95bf84d66dc80101ea4160c259033063c9d69b82cf486b76a94d0bf2a6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.07213",
    "kind": "arxiv",
    "version": 3
  }
}