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Paper Citation Record · LEDGER

NormalView: tree species classification from backpack and aerial lidar data using geometric projections

As of 7 August 2026, this Paper Citation Record lists 9 of 9 outbound references and 1 inbound Pith citation observation for arXiv:2512.05610.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2512.05610 v2

Coverage vector

measured 9 of 9 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:25:32.694382Z

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T22:23:07.619281Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

9 of 9 outbound references displayed

  • verified exact3
  • verified fuzzy0
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c616f844-f2f4-4ec1-9180-0f66a936261b · outbound

This paper cites Kivinen, S., Koivisto, E., Keski-Saari, S., Poikolainen, L., Tanhuanpää, T., Kuzmin, A., Viinikka, A., Heikkinen, R.

NormalView: tree species classification from backpack and aerial lidar data using geometric projections Kivinen, S., Koivisto, E., Keski-Saari, S., Poikolainen, L., Tanhuanpää, T., Kuzmin, A., Viinikka, A., Heikkinen, R

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-03T18:25:32.311266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:25:32.311266Z digest=sha256:545ac0751c310035fe4ce79eb56d5580ff75ac33a8ce4a6d7d40ebc5e1095798

Observation 9661d7c3-462d-4514-a0dc-305bc75561a9 · outbound

This paper cites doi:10.1016/j.jag.2025.104502.

NormalView: tree species classification from backpack and aerial lidar data using geometric projections doi:10.1016/j.jag.2025.104502

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-03T18:25:32.437126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:25:32.437126Z digest=sha256:e059e899cadc4cb44d09e986007e675083c5149a78d092fc511709ce298ad4d9

Observation 620a8716-64b2-42d1-9f8f-b2c44277e4ed · outbound

This paper cites Yu, X., Hyyppä, J., Holopainen, M., and Vastaranta, M.

NormalView: tree species classification from backpack and aerial lidar data using geometric projections Yu, X., Hyyppä, J., Holopainen, M., and Vastaranta, M

Reference 1112

Resolution
verified exact
doi, observed 2026-08-03T18:28:24.579008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-03T18:25:32.576958Z digest=sha256:c28a8dcdd4bfcdefd100aca6e12ee4ca2193a7fcb18e11ec25db0a34c807631e

Observation 4f4f467f-11f8-4eed-ae9b-543f0636cfe9 · outbound

This paper cites RandAugment: Practical automated data augmentation with a reduced search space.

NormalView: tree species classification from backpack and aerial lidar data using geometric projections RandAugment: Practical automated data augmentation with a reduced search space

Reference 1995

Resolution
unresolved
no resolver link, observed 2026-08-03T18:25:32.200089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:25:32.200089Z digest=sha256:918384df1c7b6f1f4c89be1ed7f893e6174dddd6df7f2dd9d7f6503107a57427

Observation 20f1a484-3c7a-4316-bbdc-fb30f261e4ce · outbound

This paper cites CloudCompare development team.

NormalView: tree species classification from backpack and aerial lidar data using geometric projections CloudCompare development team

Reference 2012

Resolution
verified exact
doi, observed 2026-08-03T18:28:24.814997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-03T18:25:32.144829Z digest=sha256:0c00b32a95c580020a9eff56083a7396db8eb9aa200225d4fbe619baa4dc01c9

Observation 95fa4eb3-39d8-4c17-8308-c69f769ef4a6 · outbound

This paper cites DenseNet: Implementing Efficient ConvNet Descriptor Pyramids.

NormalView: tree species classification from backpack and aerial lidar data using geometric projections DenseNet: Implementing Efficient ConvNet Descriptor Pyramids

Reference 2014

Resolution
unresolved
no resolver link, observed 2026-08-03T18:25:32.267801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:25:32.267801Z digest=sha256:1434c4cdbd3cdf2ff9d95da6040fc14e68efc61d45035cd7b143bf6bb6cd3d61

Observation 44a8b8c6-e22e-4831-a51d-c6a0598c0d0a · outbound

This paper cites Zhao, H., Jiang, L., Jia, J., Torr, P., and Koltun, V.

NormalView: tree species classification from backpack and aerial lidar data using geometric projections Zhao, H., Jiang, L., Jia, J., Torr, P., and Koltun, V

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-03T18:25:32.694382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:25:32.694382Z digest=sha256:8cad13bdc4c8438d531b3d37bc307f36407941c4cbf5d92d4d99158c761b36a0

Observation d86af1e9-d983-4a3d-b0b0-7e1578a1d82f · outbound

This paper cites DenseNet: Implementing Efficient ConvNet Descriptor Pyramids.

NormalView: tree species classification from backpack and aerial lidar data using geometric projections DenseNet: Implementing Efficient ConvNet Descriptor Pyramids

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-03T18:25:32.253877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T18:25:32.253877Z digest=sha256:67f482653d9ba8921f27b794fbf5f0e1d9d0da337d66b549fd65a7a8b3eed776

Observation d5754eda-ef3e-4a3a-a524-38ebdc20bd0c · outbound

This paper cites Bradski, G.

NormalView: tree species classification from backpack and aerial lidar data using geometric projections Bradski, G

Reference 2025

Resolution
verified exact
doi, observed 2026-08-03T18:28:25.020901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-03T18:25:32.105530Z digest=sha256:56ee4e40b5f6421f3ec1229c53fac06c8e1da374dc48fca03a3d3299a3a1ece2

Pith citing papers

Observation 6f67d955-633b-4e33-8378-6a2f1ded5577 · inbound

Calibrated Tree-Neural Fusion for Fine-Grained Vegetation Community Classification cites this paper.

Calibrated Tree-Neural Fusion for Fine-Grained Vegetation Community Classification NormalView: tree species classification from backpack and aerial lidar data using geometric projections

Reference 27

Resolution
unresolved
no resolver link, observed 2026-07-31T22:23:07.619281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T22:23:07.619281Z digest=sha256:1c2dd54130922d4311a0e4a75f733e80a22109fa33a91b025d2d7aab70396c10