Pith. sign in

Paper Citation Record · LEDGER

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation

As of 10 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2507.12985.

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

pith.paper-citation-record.v1
2507.12985 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:37:28.836036Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

16 of 16 outbound references displayed

  • verified exact6
  • verified fuzzy5
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 630be85a-9bff-4f04-bf3c-f7cd880e50af · outbound

This paper cites SegDiff: Image Segmentation with Diffusion Probabilistic Models.

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation SegDiff: Image Segmentation with Diffusion Probabilistic Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T16:37:28.789825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:37:28.789825Z digest=sha256:d6035007825c7dc4783503da66dc1a811f4356a07cd2e874fe29843a565b19a6

Observation 038c6ae5-6fee-4344-bf02-5e64473b4ebb · outbound

This paper cites Presented at Radiological Society of North America (RSNA) (2023).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Presented at Radiological Society of North America (RSNA) (2023)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:37:29.202761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.793436Z digest=sha256:1d9e1e9ac38cea9d190274522b8ba78b4d8bb1c784d57540787565a63fa53940

Observation 3995ef81-59ad-44a8-90e0-a89a8588ccfb · outbound

This paper cites Journal of the Korea Computer Graphics Society 29(2), 13–20 (2023).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Journal of the Korea Computer Graphics Society 29(2), 13–20 (2023)

Reference 3

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.919986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.796956Z digest=sha256:2c580d965608071f2051f3aa83a03fa84548b32e8614e1bc1318e423e8dc4207

Observation 39537e06-694f-4da9-aa6e-9cfa5bcb8aff · outbound

This paper cites In: Medical Image Com puting 8 J.

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation In: Medical Image Com puting 8 J

Reference 4

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.910544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.800544Z digest=sha256:b2583838091595c169f242c0dc79511a1366f606a62f33f6bffab2aeee852b97

Observation 1c856540-5c67-4311-b4c9-2e655be85064 · outbound

This paper cites IEEE Transactions on Medic al Imaging 43(10), 3570–3583 (2024).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation IEEE Transactions on Medic al Imaging 43(10), 3570–3583 (2024)

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T16:37:28.803964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:37:28.803964Z digest=sha256:084a7623917bf65d2785569f0a6449073acf044feab0e5e2e6d81ad1e206c3f0

Observation 6d5dca28-f0a6-4797-affb-112d5aad3cd1 · outbound

This paper cites Craniomaxillofa cial trauma & reconstruc- tion 6(3), 161–169 (2013).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Craniomaxillofa cial trauma & reconstruc- tion 6(3), 161–169 (2013)

Reference 6

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.900950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.806994Z digest=sha256:0e566d3671a1f6d8cbfbde988eddd6e1d31f1488cae04ac7a1bd334752f8ce9b

Observation 496a68ac-1ff3-4473-8565-02e4791f4bf6 · outbound

This paper cites In: Medical Image Computing and Computer Assisted Int ervention – MIC- CAI 2023.

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation In: Medical Image Computing and Computer Assisted Int ervention – MIC- CAI 2023

Reference 7

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.891629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.810353Z digest=sha256:b5f4a1d493bd632cbfb63cb52fa018f509e0d9fe6ac83b90bab0b02861d5fffb

Observation 36959b19-fc4c-42e5-ba87-d380a8207fbf · outbound

This paper cites Presented a t The Korean Society of 3D Printing in Medicine (2022).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Presented a t The Korean Society of 3D Printing in Medicine (2022)

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:37:29.193013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.813168Z digest=sha256:4f8a1a1c7310ade67f1f91be2b69c6fdfe4f076932e4bcfb0d258a6770ceb590

Observation ff28c7c1-0bd4-4b9d-8c3d-63a477f54041 · outbound

This paper cites Journal of Cranio-Maxillofacial Surgery 47(6), 959–967 (2019).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Journal of Cranio-Maxillofacial Surgery 47(6), 959–967 (2019)

Reference 9

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.882000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.815972Z digest=sha256:7add8597822a65adb581070c81984508a1a626c990f726ba1235155deae03f53

Observation adb4420b-e49c-4314-9af0-a03f8bd9f96a · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVP R).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVP R)

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:37:29.182635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.818708Z digest=sha256:f045c4148144a5e7992c3632e3bebe88acacfca0147c4a96c541cb91b081b43f

Observation 47154ee2-7dc4-441b-a963-70f78c0e364a · outbound

This paper cites In: Medical Image Computing and Com puter-Assisted In- tervention – MICCAI 2015.

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation In: Medical Image Computing and Com puter-Assisted In- tervention – MICCAI 2015

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:37:29.173292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.821425Z digest=sha256:342f5dbec3c69c98043bd4e7c20c4684a9e2e9fd84d34371b8ce0522feb64370

Observation a87405ce-dd66-4177-a469-f13ac71c96dc · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Reco gnition (CVPR).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Reco gnition (CVPR)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:37:29.162968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.827375Z digest=sha256:b8cce23c33d1763d1eb1aca08a3aea602446494e3b3960e66a30eb97e57de77c

Observation e160ecf8-e449-4e91-998b-f80b81253bd6 · outbound

This paper cites IEEE Transactions on Medical Imaging 23(7), 903–921 (2004).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation IEEE Transactions on Medical Imaging 23(7), 903–921 (2004)

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T16:37:28.830356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:37:28.830356Z digest=sha256:c90b3926372ef5c3e884662e05090f7ee9b538f68b365d45710ae16dccf37386

Observation 2911f7ce-c842-4483-a084-72db5f4b91f9 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence 38(6), 6030–6038 (2024).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Proceedings of the AAAI Conference on Artificial Intelligence 38(6), 6030–6038 (2024)

Reference 14

Resolution
verified exact
doi, observed 2026-08-06T16:37:28.864462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.833203Z digest=sha256:e74556e02c4aa55e5754bf18ba22dbc4473767747c9c7bf151c64a09084eccce

Observation 0d2f1872-ad24-4a3d-ab11-c3e17334f2cc · outbound

This paper cites Knowledge-Based Systems 301, 112350 (2024).

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation Knowledge-Based Systems 301, 112350 (2024)

Reference 15

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T16:37:28.989168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T16:37:28.836036Z digest=sha256:a13b2c7c0ec805ae6a89be5e6e37eaf0e288cf1f2d49b9a2c89158276d8734c3

Observation 6d57d5eb-0926-4b16-9566-a66f05b2da23 · outbound

This paper cites https://doi.org/10.1007/978-3-319-24574-4_28.

From Variability To Accuracy: Conditional Bernoulli Diffusion Models with Consensus-Driven Correction for Thin Structure Segmentation https://doi.org/10.1007/978-3-319-24574-4_28

Reference 241

Resolution
unresolved
no resolver link, observed 2026-08-06T16:37:28.824177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:37:28.824177Z digest=sha256:b294cbd41fa092425b17109a32a277d5eb3522b8794a39ffe316c44deb53439e

Pith citing papers

No inbound Pith citation observations are available.