Paper Citation Record · LEDGER

Common Limitations of Image Processing Metrics: A Picture Story

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2104.05642.

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

pith.paper-citation-record.v1
2104.05642 v8

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T23:21:43.581177Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

87
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fcf6b67d-c32c-4693-99da-d615b65ab2de · inbound

MONAI: An open-source framework for deep learning in healthcare cites this paper.

MONAI: An open-source framework for deep learning in healthcare Common Limitations of Image Processing Metrics: A Picture Story

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:54:28.668281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0ac451bd-65d8-4c84-9d9a-8455ba8a08f0 · inbound

Set Visualizations for Comparing and Evaluating Machine Learning Models cites this paper.

Set Visualizations for Comparing and Evaluating Machine Learning Models Common Limitations of Image Processing Metrics: A Picture Story

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-09T23:21:43.581177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c223048-3fd6-4bc9-9163-fa15c923bd06 · inbound

Pixel-wise Modulated Dice Loss for Medical Image Segmentation cites this paper.

Pixel-wise Modulated Dice Loss for Medical Image Segmentation Common Limitations of Image Processing Metrics: A Picture Story

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:32.006982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cc005e3-2ea3-49f7-869c-80e48e9748dd · inbound

Current validation practice undermines surgical AI development cites this paper.

Current validation practice undermines surgical AI development Common Limitations of Image Processing Metrics: A Picture Story

Reference 99

Resolution: verified exact; arxiv_id, observed 2026-05-18T01:42:17.497242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f05f5ae5-0ba6-47b5-9f29-741329cb1ce2 · inbound

Current validation practice undermines surgical AI development cites this paper.

Current validation practice undermines surgical AI development Common Limitations of Image Processing Metrics: A Picture Story

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-03T23:55:25.437997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 684931cf-7145-49ed-a70a-9cd75b3f7f5e · inbound

Topology-Driven Fusion of nnU-Net and MedNeXt for Accurate Brain Tumor Segmentation on Sub-Saharan Africa Dataset cites this paper.

Topology-Driven Fusion of nnU-Net and MedNeXt for Accurate Brain Tumor Segmentation on Sub-Saharan Africa Dataset Common Limitations of Image Processing Metrics: A Picture Story

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T07:52:13.731690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a6f09592-3a8c-4352-9e95-def0c33b51a0 · inbound

NucEval: A Robust Evaluation Framework for Nuclear Instance Segmentation cites this paper.

NucEval: A Robust Evaluation Framework for Nuclear Instance Segmentation Common Limitations of Image Processing Metrics: A Picture Story

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:51:29.834138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation caeed91f-0f87-4911-8f1c-3961cbc8f454 · inbound

NucEval: A Robust Evaluation Framework for Nuclear Instance Segmentation cites this paper.

NucEval: A Robust Evaluation Framework for Nuclear Instance Segmentation Common Limitations of Image Processing Metrics: A Picture Story

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-09T05:25:17.486175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation adda0d8d-9541-4f70-b690-e0400a776ef8 · inbound

The autoPET3 Challenge: Automated Lesion Segmentation in Whole-Body PET/CT $\unicode{x2013}$ Multitracer Multicenter Generalization cites this paper.

The autoPET3 Challenge: Automated Lesion Segmentation in Whole-Body PET/CT $\unicode{x2013}$ Multitracer Multicenter Generalization Common Limitations of Image Processing Metrics: A Picture Story

Reference 109

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:41:10.440496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 526eacc3-731a-499c-99d0-4b7ceeee2003 · inbound

Towards Fairness under Label Bias in Image Segmentation: Impact, Measurement and Mitigation cites this paper.

Towards Fairness under Label Bias in Image Segmentation: Impact, Measurement and Mitigation Common Limitations of Image Processing Metrics: A Picture Story

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:45:55.322643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b091bbfc-31ab-407b-b99c-2dfaebd8a238 · inbound

EPRA U-Net: An Efficient Pyramid Residual Attention Framework for Accurate Infarct Segmentation in Diffusion-Weighted MRI cites this paper.

EPRA U-Net: An Efficient Pyramid Residual Attention Framework for Accurate Infarct Segmentation in Diffusion-Weighted MRI Common Limitations of Image Processing Metrics: A Picture Story

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-12T01:30:31.511284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.