Pith. sign in

Paper Citation Record · LEDGER

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees

As of 17 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2504.17721.

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

pith.paper-citation-record.v1
2504.17721 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:36:18.846771Z

measured 26 of 26 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 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

26 of 26 outbound references displayed

  • verified exact2
  • verified fuzzy14
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation efa00d36-171f-4c51-9b5b-fed86273aa40 · outbound

This paper cites an unresolved cited work.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:36:19.322807Z

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.

source=pdf_text observed=2026-08-16T10:36:18.736925Z digest=sha256:9d806f0f46bf6bf988ccb963e1b1c062f773a88578dfccbce9278fb45a2ecf8c

Observation dcd6a3fd-a5a9-4953-baa6-5098b131dcc5 · outbound

This paper cites an unresolved cited work.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:36:19.307910Z

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.

source=pdf_text observed=2026-08-16T10:36:18.742090Z digest=sha256:e24227468aef917a6644590a0d4c0bb1a8c49bd41853e7570bed08f363616517

Observation b0df4a17-cf96-4095-a5a9-fb4d75d5fe42 · outbound

This paper cites Towards trustworthy rotating machinery fault diagnosis via attention uncertainty in transformer.Journal of Manufacturing Systems, 70:186–201, 2023.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Towards trustworthy rotating machinery fault diagnosis via attention uncertainty in transformer.Journal of Manufacturing Systems, 70:186–201, 2023

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.293673Z

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.

source=pdf_text observed=2026-08-16T10:36:18.746467Z digest=sha256:3692b49b752898410da5de9fddc27d6918a2ba00cf99b4f0a7206e68ebf2f0f7

Observation 24a7888b-c440-400d-8e17-6b92d2b1c084 · outbound

This paper cites A survey of uncertainty in deep neural networks.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees A survey of uncertainty in deep neural networks

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T10:36:18.750336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:36:18.750336Z digest=sha256:98fece178407b02250a34ada1813a73d56e19d0d799214cd3b591dac2c3d09b3

Observation 6e885222-7b7d-43dd-b16a-d2f5fef7149f · outbound

This paper cites Word-sequence entropy: Towards uncertainty estimation in free-form medical question answering applications and beyond.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Word-sequence entropy: Towards uncertainty estimation in free-form medical question answering applications and beyond

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.270636Z

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.

source=pdf_text observed=2026-08-16T10:36:18.754646Z digest=sha256:1870e4c55deeb67319436c5cdf3b018b5eb03b257fc9a12051dab8fbf8e77c89

Observation 6591f1ca-798b-4cd2-ac82-ae30f1027253 · outbound

This paper cites Steel surface defect detection using a new haar–weibull-variance model in unsupervised manner.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Steel surface defect detection using a new haar–weibull-variance model in unsupervised manner

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.256971Z

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.

source=pdf_text observed=2026-08-16T10:36:18.758420Z digest=sha256:0736227059141b31b6c72ce7b8d6754e5ddfdd2b13d5c1b23833ecb7d50a7eae

Observation c5d708e3-86dd-4c0a-a13c-121edf3cf8c4 · outbound

This paper cites Invariant feature extraction method based on smoothed local binary pattern for strip steel surface defect.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Invariant feature extraction method based on smoothed local binary pattern for strip steel surface defect

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.240972Z

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.

source=pdf_text observed=2026-08-16T10:36:18.762847Z digest=sha256:fae47528c52ce51a1fa65f752bf2798d7b7f8485fb028fc1bff094473a9589bb

Observation 9033c490-0e5f-4db6-9a6a-f0676ed542ed · outbound

This paper cites Edrnet: Encoder–decoder residual network for salient object detection of strip steel surface defects.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Edrnet: Encoder–decoder residual network for salient object detection of strip steel surface defects

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.226654Z

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.

source=pdf_text observed=2026-08-16T10:36:18.766432Z digest=sha256:40a3dcda689fae9326ad8a4d0b6daef2b71ea1cf0eab5a0bf3f2a4397a16fd61

Observation 0d67cdd4-f7cd-4ebe-a9bf-359cc4d8a652 · outbound

This paper cites Automatic surface defect segmentation for hot-rolled steel strip using depth-wise separable u-shape network.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Automatic surface defect segmentation for hot-rolled steel strip using depth-wise separable u-shape network

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.211912Z

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.

source=pdf_text observed=2026-08-16T10:36:18.770060Z digest=sha256:25b5af27e7453f76894815d28f29175b9f9f19aea3e05a121c7724ba2ef11aec

Observation 916457e7-e723-4034-9135-fabc078a8340 · outbound

This paper cites Machine-learning applications of algorithmic randomness.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Machine-learning applications of algorithmic randomness

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.196463Z

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.

source=pdf_text observed=2026-08-16T10:36:18.773791Z digest=sha256:a95eb8d29c0c80e5c8b89af502fa95650ab55b136286724c28bcb819da82551b

Observation 785e79f2-cc3c-4cb8-840f-6ee494ac31df · outbound

This paper cites Conformal Risk Control.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Conformal Risk Control

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-16T10:36:18.777585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:36:18.777585Z digest=sha256:0952114ecc7d1c0f377623d20111ba288ec5400830d7de719661083a0385d83d

Observation bd23fea3-ee84-46de-a1e0-2195170ac06f · outbound

This paper cites Conu: Conformal uncertainty in large language models with correctness coverage guarantees.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Conu: Conformal uncertainty in large language models with correctness coverage guarantees

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.182084Z

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.

source=pdf_text observed=2026-08-16T10:36:18.782406Z digest=sha256:d8ab5435e1f9bacbfb727c9bb7badf8a0263756861cb7e2c1bb31276be2e3066

Observation e74801f6-5bb1-43d6-8344-05103ebf4c95 · outbound

This paper cites Conformal risk control for pulmonary nodule detection.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Conformal risk control for pulmonary nodule detection

Reference 13

Resolution
verified exact
raw_fallback, observed 2026-08-16T10:36:19.031949Z

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.

source=pdf_text observed=2026-08-16T10:36:18.786726Z digest=sha256:113e9e14da2c49f735cf72164ef7bb342fdd42fccf0373554b68f7e9bb1f0e31

Observation 925fa303-c550-4c02-a855-ee8d4b854bbd · outbound

This paper cites Sample then identify: A general framework for risk control and assessment in multimodal large language models.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Sample then identify: A general framework for risk control and assessment in multimodal large language models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-16T10:36:18.791184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:36:18.791184Z digest=sha256:fd7ff9c79bc63c53789acdb21844b2bcbf2b3b8e644f1564b7508814959dd932

Observation 0cecbe49-6d1d-4bc4-b855-8117d7767bab · outbound

This paper cites SConU: Selective Conformal Uncertainty in Large Language Models.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees SConU: Selective Conformal Uncertainty in Large Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-16T10:36:18.795924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:36:18.795924Z digest=sha256:dea7fc63364cffa5b46ccdf6a7ace2235dacaa033e8a58492894d3a309372d9f

Observation 680e9921-8070-4296-bdd5-26f39c9c9f43 · outbound

This paper cites An electronic nose-based assistive diagnostic prototype for lung cancer detection with conformal prediction.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees An electronic nose-based assistive diagnostic prototype for lung cancer detection with conformal prediction

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.157047Z

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.

source=pdf_text observed=2026-08-16T10:36:18.800471Z digest=sha256:f68b06ea313ce878184ea678a26e11a6c415f6f908a16587a52aa6f5b1f75334

Observation 23c89782-09f4-4ccb-b230-50b51823d975 · outbound

This paper cites Uncertainty-aware real-time visual anomaly detection with conformal prediction in dynamic indoor environments.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Uncertainty-aware real-time visual anomaly detection with conformal prediction in dynamic indoor environments

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.142079Z

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.

source=pdf_text observed=2026-08-16T10:36:18.804676Z digest=sha256:e7991fd10763aad8738f4d5329a476f4a84b7a3eb7ff9ad4ccae71015aa40a51

Observation 48b27608-98bc-4291-a7e7-414aa2fb0c14 · outbound

This paper cites Conformal semantic image segmentation: Post-hoc quantifi- cation of predictive uncertainty.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Conformal semantic image segmentation: Post-hoc quantifi- cation of predictive uncertainty

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.125841Z

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.

source=pdf_text observed=2026-08-16T10:36:18.809424Z digest=sha256:6604a010aed2b015f3558c4096d5372a1556d33378ed64e7d8b08a98bbd314bc

Observation 0fc70bdb-2140-4471-8c75-cce72711a1c5 · outbound

This paper cites Confident object detection via conformal prediction and conformal risk control: an application to railway signaling.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Confident object detection via conformal prediction and conformal risk control: an application to railway signaling

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.111610Z

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.

source=pdf_text observed=2026-08-16T10:36:18.814264Z digest=sha256:1e39f61a39e817b4841d2cac2dc48737fef338c8c9bcc471b5ee10275e0bdf23

Observation fbf9bc5e-bb25-4554-b878-6ebc9be5398e · outbound

This paper cites Statistical Management of the False Discovery Rate in Medical Instance Segmentation Based on Conformal Risk Control.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Statistical Management of the False Discovery Rate in Medical Instance Segmentation Based on Conformal Risk Control

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-16T10:36:18.921569Z

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.

source=pdf_text observed=2026-08-16T10:36:18.818747Z digest=sha256:e906fdec19692848929722f36585f4685b2a61ab66ce6e4f37c52c701f7be21e

Observation bf159d2c-71d4-4dcd-a014-1fb8bf10f40e · outbound

This paper cites Mask r-cnn.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Mask r-cnn

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.098305Z

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.

source=pdf_text observed=2026-08-16T10:36:18.824128Z digest=sha256:efba0e28e4d691264f7f9f886cdf1270e2f575e5e6f37c322ea6bb6ffcf510dc

Observation 3f041809-ef16-45e1-89f9-c35a7fe4df39 · outbound

This paper cites Deep residual learning for image recognition.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Deep residual learning for image recognition

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T10:36:18.829068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:36:18.829068Z digest=sha256:60864b414c698d6b40a7296193e0d535b9fd4bf75e49e618399d0755c3717235

Observation 19bd4df3-4b58-4752-9c72-d07fb4617f68 · outbound

This paper cites SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-16T10:36:18.833388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:36:18.833388Z digest=sha256:c348e82b1667b6cebf240d63ba47d249ecb561ff58b7bb33718760cd438d49b5

Observation f3b585c2-51ab-4a24-8629-f2bc8a8a372a · outbound

This paper cites Shufflenet v2: Practical guidelines for efficient cnn architecture design.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Shufflenet v2: Practical guidelines for efficient cnn architecture design

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:36:19.072776Z

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.

source=pdf_text observed=2026-08-16T10:36:18.838148Z digest=sha256:7edf405cbdb61eed8f96c95a8b710f44cc2021a40ab297edd0aee3eecb3c9736

Observation 9e9d699d-68fa-47b1-a7ed-5c11707747ec · outbound

This paper cites Searching for mobilenetv3.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Searching for mobilenetv3

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-16T10:36:18.842367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:36:18.842367Z digest=sha256:0651254baf63dd72322e3f8b88cacf77252cf612c72ec137201391c77830430d

Observation 18c854d8-58b8-47ad-b750-f8a26a6cc864 · outbound

This paper cites GhostNetV3: Exploring the Training Strategies for Compact Models.

Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees GhostNetV3: Exploring the Training Strategies for Compact Models

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-16T10:36:18.846771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:36:18.846771Z digest=sha256:4e15ee02d7070771574623654534100a8d9391511476623c9b151954e5f38307

Pith citing papers

No inbound Pith citation observations are available.