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Paper Citation Record · LEDGER

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks

As of 7 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.08203.

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

pith.paper-citation-record.v1
2607.08203 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

  • verified exact1
  • verified fuzzy28
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a91f0138-fa2e-41be-8408-d91f60f678e4 · outbound

This paper cites Scientific Data10(1), 75 (2023).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Scientific Data10(1), 75 (2023)

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.422872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:c4d07c012c119cbc205276e6ff441f919221754123b0e57b26ef6d4ab0916077

Observation 45ea19ec-045f-472d-aee6-114524998916 · outbound

This paper cites saliency maps from physicians.

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks saliency maps from physicians

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.473920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:4e9e7be67def80e2acf29b38bc9b176f9bd1a671048c780547669b9eb160d525

Observation edf5d522-349b-40d3-9b83-f72934c2d0ee · outbound

This paper cites ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video.

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-07-10T11:27:03.091516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:c16cb3ac7fd1b95eb5a4977a40937ffeead48a9de0333f8e9c28da177a72a19b

Observation 63e139f2-525f-4dc4-b565-7985896676a7 · outbound

This paper cites CAAI Artificial Intelligence Research 2, 9150015 (2023).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks CAAI Artificial Intelligence Research 2, 9150015 (2023)

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.424788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:fe9fe8b5f347d18d0e6c6c8ae108146e8ff7339fa1a3cdb7ca2bc2328bb7e31b

Observation 3d4c4480-47f4-4437-947a-f9ff0e7b4b84 · outbound

This paper cites IEEE Access10, 80575–80586 (2022).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks IEEE Access10, 80575–80586 (2022)

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.430179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:48185d4e6f7c4c74be660f80204c357cefee120b416938e151e944c887e64537

Observation 196b44b6-fda5-4d71-b165-92941f40a926 · outbound

This paper cites In: Medical Image Computing and Computer Assisted Intervention (MICCAI).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: Medical Image Computing and Computer Assisted Intervention (MICCAI)

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.419206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:e4a0630a2bfbf4bcfec575737641c083f5cf0488ab1cf48e3d3674ef32456816

Observation eecba6ce-75ba-4a18-a334-cfac38b8b16d · outbound

This paper cites FCB-SwinV2 Transformer for Polyp Segmentation.

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks FCB-SwinV2 Transformer for Polyp Segmentation

Reference 7

Resolution
metadata mismatch
local_arxiv, observed 2026-07-10T11:27:02.992125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-11T11:50:26.030339Z digest=sha256:2fd5e29ddbbba89c3a1064dc304d58cf203da95162dd430c06f2834f83266f7a

Observation 86c0b14c-deb9-4cb2-912d-e13eef807fb5 · outbound

This paper cites In: International Conference on Multimedia Modeling (MMM).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: International Conference on Multimedia Modeling (MMM)

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.428186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:f31caa68763afedd29a799d0f62659ac63fa4680a83fe897f6bb99e79a059800

Observation 72cb7a32-eaac-4020-8292-33878d7e749e · outbound

This paper cites TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing.

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing

Reference 9

Resolution
metadata mismatch
local_arxiv, observed 2026-07-10T11:27:03.087419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:479b664b8e0de14668964cfb08f1d09563dfd0df36f500dd393a734d66a24b45

Observation da7c2cf2-e3c7-4fe7-b89c-51208009b52f · outbound

This paper cites Machine Intelligence Research 19(6), 531–549 (2022).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Machine Intelligence Research 19(6), 531–549 (2022)

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.445467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:bca5a1d78ae547a6bb92543c17ec525ae4e902c21e7b7446660425b0b323d501

Observation ecc3ea1d-e0b9-47c6-b024-22180cf9f74c · outbound

This paper cites In: Proceedings of the 29th ACM International Conference on Multimedia (ACM MM).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: Proceedings of the 29th ACM International Conference on Multimedia (ACM MM)

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.453126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:f64fc88a97eb399a40507e08138a89610d8993c4a39b82387a931efb72d10011

Observation 1168a4f4-fed4-4ec3-afce-57c95c0f0074 · outbound

This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.416986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:6565af02ec2436bec14cdc876fb9877488da03843881c719e7259af1c3b3f288

Observation 5402b00e-558f-4a7b-a562-358277b42e3d · outbound

This paper cites In: SPIE Medical Imaging 2022: Image Processing.

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: SPIE Medical Imaging 2022: Image Processing

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.433999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:e6d44daa30e0f23d78e58af3fe1b8ce8eba47007191c8f18c675ce0b852f0eb8

Observation 954abd34-4c18-49dc-a9a8-58570af94796 · outbound

This paper cites Nature Methods21(2), 195–212 (2024).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Nature Methods21(2), 195–212 (2024)

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.413394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:130d85c38b3b933428ec47c93b15139ee02b54ee3e5bdd57fd900ba6e6d9b1ca

Observation 388e10c8-e86f-486b-b10c-57d7a7ea0fba · outbound

This paper cites Visual Intelligence2(1), 1 (2025) 16 Aisha Urooj, Zain Ul Abdien, and Neelu Madan.

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Visual Intelligence2(1), 1 (2025) 16 Aisha Urooj, Zain Ul Abdien, and Neelu Madan

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.451090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:3508ac7abb252163da79787b38f1e8972a3dfda7bc3f1ff9b4fbda2154897a45

Observation c673d378-8def-47a5-8f09-54fd5eb9f785 · outbound

This paper cites In: European Conference on Computer Vision (ECCV).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: European Conference on Computer Vision (ECCV)

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.426471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:fb022aa87c758728f210e66705837e91c0cccabd9a174a9c5ef60fc93b558385

Observation 1542275d-d35f-4493-a325-7d601e5379f9 · outbound

This paper cites In: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.449109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:32e77801e839227832048c70777299e481aa963dd6a61a3c02a1d3a1b3133ebb

Observation b2018d4e-1c51-4ae8-b1d1-b8d7e17e78ee · outbound

This paper cites In: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.443446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:404de7f8ba013c7fa00de5b50e369f9999274b1849fb19eaf8b785b6409980c3

Observation 57918cc4-3f68-4b78-8329-9731b07a49ac · outbound

This paper cites Nature Methods21(2), 182–194 (2024).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Nature Methods21(2), 182–194 (2024)

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.439682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:82d65d30db2912be9dcfd53947cce01f112671d771656af22f214d882f798389

Observation dc0fde5f-a96a-4614-87d5-649140640f19 · outbound

This paper cites Gastroenterology112(1), 24–28 (1997).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Gastroenterology112(1), 24–28 (1997)

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.465496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:29e5ccc46bffeb993ddcd8a606a375f575d37d2bf1592759071a35c949b05cdf

Observation 62cccfc7-da99-463f-a43d-5a69e65b78b9 · outbound

This paper cites Applied Sciences10(23), 8501 (2020).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Applied Sciences10(23), 8501 (2020)

Reference 21

Resolution
verified exact
doi, observed 2026-07-10T11:27:02.986766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:5e5a504986d1f53f890b9b58c909a82e23dd6fb88f791fb527062bb0a8d91b98

Observation 04ba3a32-05f2-4608-963f-8e75634eb9de · outbound

This paper cites https://kaggle.com/competitions/ bkai-igh-neopolyp(2021), kaggle.

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks https://kaggle.com/competitions/ bkai-igh-neopolyp(2021), kaggle

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.456012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:c01210ccde67d175e3a65241a97aa011b1fd2c38ffbfd38655f865e0ec141e14

Observation 020eefe1-758b-4a7f-9fdb-82705b5c74b2 · outbound

This paper cites International Journal of Computer Assisted Radiology and Surgery9(2), 283–293 (2014).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks International Journal of Computer Assisted Radiology and Surgery9(2), 283–293 (2014)

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.472167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:d880cae1e19a661b71108237054319bc297d3a075acb73b2f7aab0bce0fc393c

Observation 7495b350-dafc-4001-bc11-aaf3800479a8 · outbound

This paper cites In: International Joint Conference on Artificial Intelligence (IJCAI).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: International Joint Conference on Artificial Intelligence (IJCAI)

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.437855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:ac754ce0b713d54f1ff62e385d89beb34b26761748c589d1395b6e1de6b01036

Observation 5889e857-f513-46cd-a7a5-5035c4b2ac4c · outbound

This paper cites IEEE Transactions on Medical Imaging 35(2), 630–644 (2016).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks IEEE Transactions on Medical Imaging 35(2), 630–644 (2016)

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.415198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:8dcffae34d211ff1fd7ea81a8ae5d9958fdfb5f2060bcd12864744cb0f13f925

Observation 15135a2c-75bd-40cc-9e29-2febe18bd451 · outbound

This paper cites In: Chinese Conference on Pattern Recognition and Computer Vision (PRCV).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: Chinese Conference on Pattern Recognition and Computer Vision (PRCV)

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.432171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:6a1ca48458bf766a24503530969e0fdb7558f37dc282c5eb84b4fc34e85420ef

Observation 2b3d6f46-aa4b-4ad3-9e8c-580674acf39f · outbound

This paper cites Frontiers in OncologyV olume 14 - 2024(2024).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Frontiers in OncologyV olume 14 - 2024(2024)

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.435940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:2b7adbbe1d763294062a917001d2d8ac033009b4394eb0a06ea4a30a4596bc2d

Observation 1b98a56c-4df9-45d7-a73d-88a91fca3390 · outbound

This paper cites Journal of Healthcare Engineering2017, 4037190 (2017).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Journal of Healthcare Engineering2017, 4037190 (2017)

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.441456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:76b7fdb28fb87d9a79d57e7b4d7368b9f9f95ba4111d1b79c279532e14547c78

Observation 0973ef18-a92d-4085-a725-05cce1c77caf · outbound

This paper cites In: Medical Image Computing and Computer Assisted Intervention (MICCAI).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks In: Medical Image Computing and Computer Assisted Intervention (MICCAI)

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.475746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:afd6a078cc30f6b8b6aeef7dc14048d0834898992614e3b9cf80c4717ad2f5d6

Observation fcfa9abd-ab68-4c66-81c5-b6e7506562ab · outbound

This paper cites Computers in Biology and Medicine150, 106173 (2022).

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Computers in Biology and Medicine150, 106173 (2022)

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.447203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:1d8a2ba35713ce3787311db4d70b487ce02ea3baa769729e40ea2a846fa21c1d

Observation deb268b4-bed7-4242-a430-456cc20d47bf · outbound

This paper cites Gastroenterology156(6), 1661–1674 (2019) Title Suppressed Due to Excessive Length 17.

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks Gastroenterology156(6), 1661–1674 (2019) Title Suppressed Due to Excessive Length 17

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.421270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:516ee4fba9d17a1fbf597f9280e5604d62235bdd1a7e0835d5a715c363d15bbb

Observation 37c08ff1-e77d-4c94-b059-d8f64308aa68 · outbound

This paper cites M$^{2}$SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation.

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks M$^{2}$SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation

Reference 32

Resolution
metadata mismatch
local_arxiv, observed 2026-07-10T11:27:03.084236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:f6f3d80b544efeb38d6351199a8e5726e7e471c2da609cf719466ac0aabc92cb

Observation 357305e2-b197-48e4-af02-32aa484765bf · outbound

This paper cites gaps within noise.

Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks gaps within noise

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-07-10T11:27:03.459040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:07aa96d5f045a7eea5c4fb9120a8564b067d3f1abb5c0a132be513e11bb8da68

Pith citing papers

No inbound Pith citation observations are available.