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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:0c1528e32d509cebe394816fb2a4cc3846a8a391a9c4b77ecdc68782f4d7bc47

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:bc786e3894ebd57194ad5ada740100fa0dab3545a7fe0508bad62e5d0caeee44

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:184fcdfffde97eb4b575a450132c0542aaf12b7e718695ea96e528d94a129e90

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:47cabb98eb27fffac799f7f038773c3ce63bcaf9db601befb6d9ea5e109d9c4b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:f7d31cbe990b964be26a9dfec5a063ae9b9f7ca6ebdb2170e9126e8f505fb5b1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:f16e693adff9b1c62fee120241fd3bee34b9940867d3aa04299d02f1d16a94d0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-11T11:50:26.030339Z digest=sha256:bbe2c09dcc02c5e0a71c0f16cf49a64f6ac4f54ad0f6e60145085d22bf0c99a9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:1f34e709682f427fd3df5985ffd1a7c9f6d356bd3cc31e4b1a74c021dd5eee75

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:b9829b340d25ee6ad557214497f11f9f6539dad8bcac83c8d6267e0d0bb39da1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:6078ecf4fe9c45aab0b829f116ae44884f6f091da921a7cbd263bc96d33070c6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:940ae10aa82e71e6f92fff5f44fd266961515db1a18d0b8438f867979c32f89b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:1172766d812156a0c712378e1a2fa6131832c28a2209771a25f84aaae6498b70

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:0b58b713513737c70ae44e0c893a92b80447d2d5679c361f4dfd941fc2891c04

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:cd769e16799745a942eede643fc1bd9ac12b399db6444cb99aa7b9c2d2666bbe

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:9d7eb04fb0ca147aa7954132de0eab559ba17cbc1d0408db4eb584a9bd353e63

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:d6a096d499856be08b8e767ad65ba0df37ca6ab08b723e40fa67e3792adb7e61

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:c59fcf0d234420d1f5262370a3e556af4c34b3d28e5dd703430c8dd064a56a6e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:77b834f1e08e91c717aded0724bcc32658e2a96e67f72493125c20a20be3e3f3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:120057b6160e1ecee39ad0c6fddb48ea0591cdae6d63e19b33b33208f75c45c8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:35ca8458a1f75772ec8f5df1ac890efe9c463fcdef36b75ecd343d39007e5282

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:9e8d04c7581c9a58e47253f7868076fd6604960540c110e807abd813817f9b5c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:edd7924135372b2223e125b662bb37413e07d409ef873367f0192744f9035e90

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:fcfbed41fe62e570153af253dd2d20062cd5e8887dfef7041370c0a118ae6604

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:34e3c8da868b200c742818ac9df5cda7fb5de4ee9f87f18ee96ed80595e027fb

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:2a1f0407ce872ac705db8a5103791833de409609410cf2d22b99284cf69b6af1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:32d7ee76ffd4bfcb50d1b8ea0f290e25f207433ccffb4611cd5d0399ffcdce47

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:e161acfd942e2b61875e7a56de7369990571459b8dbcafba4780dd348b67d6dc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:02efeec1e6d1486811bc5ff42ea881af173b7c197cda9281448efa7d1bfb100a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:d7fb001c10c2811afff6373ab65d23247ab146830cb4d11b1b0730dc636a3a9e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:d7f1c3db9e4451857ab8d1a29f378b576588ddce050441fc27ea2be922c80093

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:aa8946899bae09d995b17d407b9f88fdb2693f3682b5c41c85a8cfd87a555bfa

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:6c11fbbe80bc870946bd7c639550a391dfb6493408dd247c2e1d0b669d813ed8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-10T11:23:42.735783Z digest=sha256:a7bb110c8b28e7537494791415e2c8c6b8cacd05b3aed9925ec357e963493817

Pith citing papers

No inbound Pith citation observations are available.