Paper Citation Record · LEDGER

Pitfalls of topology-aware image segmentation

As of 17 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 2 inbound Pith citation observations for arXiv:2412.14619.

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

pith.paper-citation-record.v1
2412.14619 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:07:33.726378Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:00:16.211135Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T07:52:13.732904Z

Reference resolution

49 of 49 outbound references displayed

verified exact0
verified fuzzy34
unresolved15
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 87c1c2ce-22d9-4b79-a6fe-8700c9a4b7c1 · outbound

This paper cites IEEE transactions on pattern analysis and machine intelligence 33(5), 898–916 (2010).

Pitfalls of topology-aware image segmentation IEEE transactions on pattern analysis and machine intelligence 33(5), 898–916 (2010)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.792143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4a3d0a62-f2ff-42cd-b586-f8f19de6bdaf · outbound

This paper cites Frontiers in neuroanatomy9, 152591 (2015).

Pitfalls of topology-aware image segmentation Frontiers in neuroanatomy9, 152591 (2015)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.766857Z

Source-reported events for the cited work

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Observation b64e9f28-b2d6-4f15-9fd3-7a896f45c753 · outbound

This paper cites In: 2023 IEEE Applied Imagery Pattern Recognition Workshop (AIPR).

Pitfalls of topology-aware image segmentation In: 2023 IEEE Applied Imagery Pattern Recognition Workshop (AIPR)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.745617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8be9c174-0b6d-4c07-bfd4-b18e024c06da · outbound

This paper cites Nature machine intelligence2(10), 585–594 (2020).

Pitfalls of topology-aware image segmentation Nature machine intelligence2(10), 585–594 (2020)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.729042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3bd73db4-4b01-4f63-82d8-345059544770 · outbound

This paper cites In: International Conference on Medical Image Computing and Computer-Assisted Intervention.

Pitfalls of topology-aware image segmentation In: International Conference on Medical Image Computing and Computer-Assisted Intervention

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.712591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b5726fba-8875-4008-904f-825098702e35 · outbound

This paper cites In: Research in Computational Topology 2, pp.

Pitfalls of topology-aware image segmentation In: Research in Computational Topology 2, pp

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.696107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6e51847b-dfa9-4afd-83b9-ae0d660c29a7 · outbound

This paper cites IEEE Reviews in Biomedical Engineering 16, 225–240 (2021).

Pitfalls of topology-aware image segmentation IEEE Reviews in Biomedical Engineering 16, 225–240 (2021)

Reference 7

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Source-reported events for the cited work

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Observation 56b28ecf-bea5-4d86-be81-3c22e61139a7 · outbound

This paper cites IEEE transactions on medical imaging42(1), 3–14 (2022).

Pitfalls of topology-aware image segmentation IEEE transactions on medical imaging42(1), 3–14 (2022)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.667609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation adad95ba-8756-4f42-b847-30e8ebf11568 · outbound

This paper cites NeuroImage148, 77–102 (2017).

Pitfalls of topology-aware image segmentation NeuroImage148, 77–102 (2017)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T12:07:33.489816Z

Source-reported events for the cited work

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Observation 0f4fd242-e456-4be9-b1e7-24ed034d9cc9 · outbound

This paper cites an unresolved cited work.

Pitfalls of topology-aware image segmentation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:07:34.632894Z

Source-reported events for the cited work

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Observation ffdd18bc-599e-45fb-9c02-21639c3b08ce · outbound

This paper cites IEEE transactions on pattern analysis and machine intelligence44(12), 8766–8778 (2020).

Pitfalls of topology-aware image segmentation IEEE transactions on pattern analysis and machine intelligence44(12), 8766–8778 (2020)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.607927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fda73e1f-e842-48f9-a55d-dac81214b7cc · outbound

This paper cites In: MICCAI 2021-24th international conference on medical image computing and computer assisted intervention.

Pitfalls of topology-aware image segmentation In: MICCAI 2021-24th international conference on medical image computing and computer assisted intervention

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.588844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 28f9456a-cea4-4833-9172-7a53e19a63b0 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Pitfalls of topology-aware image segmentation An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T12:07:33.513792Z

Source-reported events for the cited work

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Observation a6887f64-93dd-4c28-976a-2d29ab57bdfa · outbound

This paper cites Methods115, 119–127 (2017).

Pitfalls of topology-aware image segmentation Methods115, 119–127 (2017)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.567887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1906a65a-0988-41ca-b5aa-7e0de5b2cabf · outbound

This paper cites IEEE transactions on pattern analysis and machine intelligence 41(7), 1669–1680 (2018).

Pitfalls of topology-aware image segmentation IEEE transactions on pattern analysis and machine intelligence 41(7), 1669–1680 (2018)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.545852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 279e5e33-1e04-4861-b6f0-5d98c3d84f1e · outbound

This paper cites IEEE transactions on medical imaging 31(2), 231–239 (2011).

Pitfalls of topology-aware image segmentation IEEE transactions on medical imaging 31(2), 231–239 (2011)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.525928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e1981966-cdae-441b-8f01-4592bb896fc0 · outbound

This paper cites IEEE Transactions on Medical imaging 19(3), 203–210 (2000).

Pitfalls of topology-aware image segmentation IEEE Transactions on Medical imaging 19(3), 203–210 (2000)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.497757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 90a743e0-fb22-4514-a306-5c1fc2f12ab9 · outbound

This paper cites In: International Conference on Learning Representations (ICLR) (2021).

Pitfalls of topology-aware image segmentation In: International Conference on Learning Representations (ICLR) (2021)

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.477412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fdd2fc8b-441b-4681-a1b8-3d0a77f37ac8 · outbound

This paper cites Advances in Neural Information Processing Systems35, 24046–24059 (2022).

Pitfalls of topology-aware image segmentation Advances in Neural Information Processing Systems35, 24046–24059 (2022)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.453181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 06c99daf-268f-48c4-aaec-193efe650178 · outbound

This paper cites Advances in neural information processing systems32 (2019).

Pitfalls of topology-aware image segmentation Advances in neural information processing systems32 (2019)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.418476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fc6590a5-3c77-4a4f-bf16-a7946612fafa · outbound

This paper cites Journal of classification2, 193–218 (1985).

Pitfalls of topology-aware image segmentation Journal of classification2, 193–218 (1985)

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.388621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 27c035ef-c121-4f8d-a25c-a33c7bee520e · outbound

This paper cites In: International Conference on Medical Image Computing and Computer- Assisted Intervention.

Pitfalls of topology-aware image segmentation In: International Conference on Medical Image Computing and Computer- Assisted Intervention

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.354888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 89039812-7adf-4a3e-81aa-72332529fc1d · outbound

This paper cites Nature methods15(8), 605–610 (2018).

Pitfalls of topology-aware image segmentation Nature methods15(8), 605–610 (2018)

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.334656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c8c0561d-4cb5-4206-8e04-c70ca39f3081 · outbound

This paper cites Scientific data 9(1), 475 (2022).

Pitfalls of topology-aware image segmentation Scientific data 9(1), 475 (2022)

Reference 24

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Source-reported events for the cited work

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Observation 28452142-8ab4-4909-b340-3481fcec5fff · outbound

This paper cites Cell162(3), 648–661 (2015).

Pitfalls of topology-aware image segmentation Cell162(3), 648–661 (2015)

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.305754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4cb50bca-9527-493b-8db4-dbfeb041c9eb · outbound

This paper cites In: International Conference on Medical Image Computing and Computer-Assisted Intervention.

Pitfalls of topology-aware image segmentation In: International Conference on Medical Image Computing and Computer-Assisted Intervention

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T12:07:33.585425Z

Source-reported events for the cited work

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Observation a2856d31-43d0-4476-b101-28747017da17 · outbound

This paper cites In: International Conference on Medical Image Computing and Computer-Assisted Intervention.

Pitfalls of topology-aware image segmentation In: International Conference on Medical Image Computing and Computer-Assisted Intervention

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T12:07:33.594995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15e1e137-68df-4567-aecf-6a5dc090f4fd · outbound

This paper cites Topograph: An efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation.

Pitfalls of topology-aware image segmentation Topograph: An efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T12:07:33.602563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deca1dcc-f555-4752-aef6-2efdc90e014b · outbound

This paper cites IEEE transactions on medical imaging40(3), 928–939 (2020).

Pitfalls of topology-aware image segmentation IEEE transactions on medical imaging40(3), 928–939 (2020)

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T12:07:33.609279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1af8e408-506a-4a2d-afe8-e395f10ee311 · outbound

This paper cites Nature methods21(2), 195–212 (2024).

Pitfalls of topology-aware image segmentation Nature methods21(2), 195–212 (2024)

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T12:07:33.615393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb8e7a55-72bc-4230-9529-88fe55f02195 · outbound

This paper cites In: Learning Theory and Kernel Machines: 16th Annual Conference on Learning Theory and 7th Kernel Workshop, COLT/Kernel 2003, Washington, DC, USA, August 24-27,.

Pitfalls of topology-aware image segmentation In: Learning Theory and Kernel Machines: 16th Annual Conference on Learning Theory and 7th Kernel Workshop, COLT/Kernel 2003, Washington, DC, USA, August 24-27,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.226236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dd3f5590-e148-47b9-a9b6-91bb9120f29c · outbound

This paper cites Journal of multivariate analysis98(5), 873–895 (2007).

Pitfalls of topology-aware image segmentation Journal of multivariate analysis98(5), 873–895 (2007)

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.177959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d0ce5697-eb35-4168-9304-f3189f78e805 · outbound

This paper cites In: Proceedings of the 22nd international conference on Machine learning.

Pitfalls of topology-aware image segmentation In: Proceedings of the 22nd international conference on Machine learning

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.157383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 42c9a2f4-a9ba-4993-b72f-be3f3c170a63 · outbound

This paper cites an unresolved cited work.

Pitfalls of topology-aware image segmentation Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:07:34.126876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6baa190e-96e4-4894-8225-5fef33f58ee8 · outbound

This paper cites In: Proceedings of the IEEE conference on computer vision and pattern recognition.

Pitfalls of topology-aware image segmentation In: Proceedings of the IEEE conference on computer vision and pattern recognition

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.100345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bd75447b-75af-49a5-bcff-7249e69bdc6c · outbound

This paper cites PloS one8(8), e71715 (2013).

Pitfalls of topology-aware image segmentation PloS one8(8), e71715 (2013)

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.067011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 64e6c543-4849-4ad2-9a86-0196ce91bac5 · outbound

This paper cites IEEE journal of biomedical and health informatics 24(7), 1837–1857 (2020) 16 Berger & Lux et al.

Pitfalls of topology-aware image segmentation IEEE journal of biomedical and health informatics 24(7), 1837–1857 (2020) 16 Berger & Lux et al

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.043434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 34328424-a084-4c5e-b892-ffd81df5f93d · outbound

This paper cites Nature methods21(2), 182–194 (2024).

Pitfalls of topology-aware image segmentation Nature methods21(2), 182–194 (2024)

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:34.020591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 675ea8fb-b850-49c0-bc77-af78e340fed1 · outbound

This paper cites In: Medical image computing and computer-assisted intervention–MICCAI 2015: 18th international conference, Munich, Germany, Oc- tober 5-9, 2015, proceedings, part III 18.

Pitfalls of topology-aware image segmentation In: Medical image computing and computer-assisted intervention–MICCAI 2015: 18th international conference, Munich, Germany, Oc- tober 5-9, 2015, proceedings, part III 18

Reference 39

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Observation ab1d7842-dd67-4ff1-a52b-9bd34bcea862 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Pitfalls of topology-aware image segmentation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T12:07:33.685546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af7b25e5-8025-4bdb-ad5f-9c9c05bdc464 · outbound

This paper cites IEEE Transactions on Medical Imaging 23(4), 501–509 (2004).

Pitfalls of topology-aware image segmentation IEEE Transactions on Medical Imaging 23(4), 501–509 (2004)

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:33.973487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 496a5465-f0af-450e-9367-2f8cdfc0e586 · outbound

This paper cites In: International Conference on Machine Learning.

Pitfalls of topology-aware image segmentation In: International Conference on Machine Learning

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:33.953644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f4c7d88c-9494-4f11-9597-fb35ee0c3f24 · outbound

This paper cites Nature methods17(4), 442–449 (2020).

Pitfalls of topology-aware image segmentation Nature methods17(4), 442–449 (2020)

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:33.935453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7332903a-40e1-46f9-be1b-70fe98a73f71 · outbound

This paper cites IEEE Transactions on pattern analysis and machine intelligence 29(6), 929–944 (2007).

Pitfalls of topology-aware image segmentation IEEE Transactions on pattern analysis and machine intelligence 29(6), 929–944 (2007)

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:33.917693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e34d23e4-638c-4f18-95bf-d2cbe52237cc · outbound

This paper cites IEEE Transactions on Medical Imaging (2024).

Pitfalls of topology-aware image segmentation IEEE Transactions on Medical Imaging (2024)

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:33.900069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c0c5133d-141b-4f46-b4c3-65185289a57c · outbound

This paper cites Journal of medical imaging5(3), 036501–036501 (2018).

Pitfalls of topology-aware image segmentation Journal of medical imaging5(3), 036501–036501 (2018)

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:33.879604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7517a4ea-02bf-45f0-aa26-5f0806727528 · outbound

This paper cites The TopCoW Challenge -- Topology-Aware Circle of Willis Segmentation for CT and MR Angiography.

Pitfalls of topology-aware image segmentation The TopCoW Challenge -- Topology-Aware Circle of Willis Segmentation for CT and MR Angiography

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T12:07:33.721205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4916da5-7459-4d60-ae76-e2306ca7f50f · outbound

This paper cites In: 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI).

Pitfalls of topology-aware image segmentation In: 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T12:07:33.857505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ad4b2890-d005-46e9-b1cc-aed34ffadb8e · outbound

This paper cites an unresolved cited work.

Pitfalls of topology-aware image segmentation Unresolved cited work

Reference 2003

Resolution: unresolved; raw_fallback, observed 2026-08-11T12:07:34.202797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation 4624631d-3a7d-406e-b4da-b547cebca20d · inbound

ContextLoss: Context Information for Topology-Preserving Segmentation cites this paper.

ContextLoss: Context Information for Topology-Preserving Segmentation Pitfalls of topology-aware image segmentation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:00:16.211135Z

Source-reported events for the cited work

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Observation 7ac27d41-f5fa-40cf-94f8-fa54eac8e902 · 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 Pitfalls of topology-aware image segmentation

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-10T07:52:13.734236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.