Paper Citation Record · LEDGER

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures

As of 14 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2412.08228.

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

pith.paper-citation-record.v1
2412.08228 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:05:57.248919Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T03:09:18.719270Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

verified exact1
verified fuzzy15
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 26f809fb-f28f-4613-863f-5ad189d74305 · outbound

This paper cites Status of Coral Reefs of the World: 2020,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Status of Coral Reefs of the World: 2020,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.493899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 239ffa14-857c-46c5-a3e8-6aefebab7953 · outbound

This paper cites Coral reef ecosystem services in the anthropocene,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Coral reef ecosystem services in the anthropocene,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.479914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6d75a9b4-a91c-46a4-b09f-3839a5a12bde · outbound

This paper cites Warm-water coral reefs and climate change,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Warm-water coral reefs and climate change,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.466297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7829511c-010b-4bed-8503-1557b6fd7520 · outbound

This paper cites The 2014–2017 global-scale coral bleaching event: insights and impacts,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures The 2014–2017 global-scale coral bleaching event: insights and impacts,

Reference 4

Resolution: verified exact; doi, observed 2026-08-11T18:05:57.283577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fcf46d4a-7fe7-43e0-b44a-9d1ed6f6ec88 · outbound

This paper cites Systematic global assessment of reef fish communities by the reef life survey program,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Systematic global assessment of reef fish communities by the reef life survey program,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.453282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0adba560-f0df-4908-a9e0-31c126aab542 · outbound

This paper cites The 27–year decline of coral cover on the great barrier reef and its causes,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures The 27–year decline of coral cover on the great barrier reef and its causes,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.440873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 372eee81-a3ac-4419-99ff-c8181772aafb · outbound

This paper cites Comparison of methods used to estimate coral cover in the hawaiian islands,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Comparison of methods used to estimate coral cover in the hawaiian islands,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.428901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 808822bf-af7b-4f39-b3a7-5092c6939a95 · outbound

This paper cites Towards automated annotation of benthic survey images: Variability of human experts and operational modes of automation,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Towards automated annotation of benthic survey images: Variability of human experts and operational modes of automation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.415990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 674c42c4-6cec-4cd7-9ac6-80aa4ddfcba9 · outbound

This paper cites Leveraging automated image analysis tools to transform our capacity to assess status and trends of coral reefs,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Leveraging automated image analysis tools to transform our capacity to assess status and trends of coral reefs,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.403596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7221ef8a-a6d9-4401-9188-f9aaed83ed89 · outbound

This paper cites A new deep learning engine for coralnet,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures A new deep learning engine for coralnet,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.391080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 207cf9c8-3550-4dc2-bb8c-882d67fa3de4 · outbound

This paper cites A survey of hierarchical classification across different application domains,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures A survey of hierarchical classification across different application domains,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.376950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 91a8764d-0585-4882-8c5f-3e72f337c873 · outbound

This paper cites Evaluation measures for hierarchical classification: a unified view and novel approaches,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Evaluation measures for hierarchical classification: a unified view and novel approaches,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.363727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9e5ea3b9-9ae8-4de4-ac5a-01645e9b9bde · outbound

This paper cites Hierarchical multi-label classification networks,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Hierarchical multi-label classification networks,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T18:05:57.231243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14bc5cd3-1687-4e8f-b65f-ec48c0f4e819 · outbound

This paper cites HiClass: a Python Library for Local Hierarchical Classification Compatible with Scikit-learn,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures HiClass: a Python Library for Local Hierarchical Classification Compatible with Scikit-learn,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.338081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 595b49c1-eb68-4a6b-ae7f-0cfdd2ea3afe · outbound

This paper cites Large-scale patterns of benthic marine communities in the brazilian province,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Large-scale patterns of benthic marine communities in the brazilian province,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.323519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e6dbbd4d-e096-49f0-9951-aaa3f9714cf0 · outbound

This paper cites MCR LTER: Coral Reef: Computer Vision: Moorea Labeled Corals,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures MCR LTER: Coral Reef: Computer Vision: Moorea Labeled Corals,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.310061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ffa25da3-54c3-443f-a6f1-2366d3319825 · outbound

This paper cites Discriminative Transfer Learning with Tree-based Priors,.

Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures Discriminative Transfer Learning with Tree-based Priors,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:05:57.297278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 19fa8e8e-7736-447d-87f1-31011bd601fd · inbound

Improving Detection of Rare Nodes in Hierarchical Multi-Label Learning cites this paper.

Improving Detection of Rare Nodes in Hierarchical Multi-Label Learning Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T03:09:18.719270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.