Paper Citation Record · LEDGER

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions

As of 7 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2508.02477.

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

pith.paper-citation-record.v1
2508.02477 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:05:26.735462Z

measured 42 of 42 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

42 of 42 outbound references displayed

verified exact2
verified fuzzy16
unresolved23
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7f1a5d0e-a618-4cd9-9253-b7a33e0cbfd9 · outbound

This paper cites Deep Industrial Image Anomaly Detection: A Survey.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Deep Industrial Image Anomaly Detection: A Survey

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-06T05:05:27.638597Z

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.

Observation e1f6da5e-9e7d-4e96-8019-2700b908be96 · outbound

This paper cites Xiang, Y.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Xiang, Y

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:30.878544Z

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.

Observation 4d043b6e-e5cd-47cd-96fb-98f439a92c6e · outbound

This paper cites Schlegl, P.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Schlegl, P

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:30.847609Z

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.

Observation 0fbb5a9c-9a58-470a-bfc8-8620c67e00de · outbound

This paper cites Sultani, C.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Sultani, C

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:30.818541Z

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.

Observation 457473a7-59b4-4a0d-8efb-3bc159f446f4 · outbound

This paper cites Chang, Y.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Chang, Y

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:30.787176Z

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.

Observation 8029e3d8-1751-48ca-a423-cce06d89bec8 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.756746Z

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.

Observation 76d52797-cae8-4510-9a3f-33f919ce04c0 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.725993Z

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.

Observation 15ecfb07-e019-4717-b901-8a9723d74059 · outbound

This paper cites Zhang, X.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Zhang, X

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:30.700664Z

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.

Observation 3c6c8bd0-0064-4364-9231-c0f241becb84 · outbound

This paper cites Learning Feature Inversion for Multi-class Anomaly Detection under General-purpose COCO-AD Benchmark.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Learning Feature Inversion for Multi-class Anomaly Detection under General-purpose COCO-AD Benchmark

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T05:05:23.990139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c2711de-a706-4fd6-be68-4bf2fc3233b2 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.674956Z

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.

Observation 669cb13f-7e8d-4157-98ed-dcf5cb86c366 · outbound

This paper cites Toward Multi-class Anomaly Detection: Exploring Class-aware Unified Model against Inter-class Interference.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Toward Multi-class Anomaly Detection: Exploring Class-aware Unified Model against Inter-class Interference

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T05:05:24.187070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eb45d4b-400b-4045-94e0-e2f448927031 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.640099Z

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.

Observation 8b9f06b6-1533-4773-8a42-48719a1ee17a · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.611992Z

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.

Observation 270baf8b-c698-4f29-82c5-1826bad8193d · outbound

This paper cites UniFormaly: Towards Task-Agnostic Unified Framework for Visual Anomaly Detection.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions UniFormaly: Towards Task-Agnostic Unified Framework for Visual Anomaly Detection

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T05:05:27.443508Z

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.

Observation 11a077b1-97e6-47dd-82e3-eec2a36476b3 · outbound

This paper cites VQ-Flow: Taming Normalizing Flows for Multi-Class Anomaly Detection via Hierarchical Vector Quantization.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions VQ-Flow: Taming Normalizing Flows for Multi-Class Anomaly Detection via Hierarchical Vector Quantization

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T05:05:24.522501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5997e218-a0d2-4bb9-a0ed-c119f64798d9 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.582739Z

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.

Observation 4b78a244-341b-4ac2-bb98-fe8cee9b0ec9 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.562606Z

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.

Observation 025a0dfc-7dd9-4dad-b43c-a4d407c57e49 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.543357Z

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.

Observation ab61f402-db92-42c9-ae4b-59ecc3c090ac · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.521117Z

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.

Observation 36d028e5-75df-4751-8c9b-32d06af1957d · outbound

This paper cites Defard, A.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Defard, A

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:30.497682Z

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.

Observation 3e72b2ab-7606-4f18-9c4e-7968c607ab42 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.466933Z

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.

Observation 3f02c97f-b794-4b65-bff2-fb0f5dcfbf32 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.447223Z

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.

Observation abf43c14-9d91-4a79-ae02-223c5592f0e6 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.421340Z

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.

Observation 149ccc76-4f16-4b0b-8668-df490b2c38a1 · outbound

This paper cites Sarfraz, V.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Sarfraz, V

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:30.399029Z

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.

Observation d134967f-4016-46f0-94b0-cfad6fa78e1e · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:30.379588Z

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.

Observation efa4a697-c94a-49cc-b7ce-38bc9ba79535 · outbound

This paper cites Sener, S.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Sener, S

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:30.088280Z

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.

Observation 85fd81fe-c5c7-410f-80d6-35b5953fc849 · outbound

This paper cites A Comprehensive Library for Benchmarking Multi-class Visual Anomaly Detection.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions A Comprehensive Library for Benchmarking Multi-class Visual Anomaly Detection

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T05:05:25.427365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dd9339f-e1bc-481b-a496-27dd2ecc261c · outbound

This paper cites Bergmann, M.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Bergmann, M

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:29.862917Z

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.

Observation 9d29ea7c-2096-48bd-9a3e-1813d4e2e723 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:29.722811Z

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.

Observation ea6aa6c9-d9f7-4a3a-bb4d-a81c342c88d0 · outbound

This paper cites Jezek, M.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Jezek, M

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:29.389427Z

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.

Observation 2e0f4179-69ea-4e4b-a6d6-8ddbd08dc329 · outbound

This paper cites Mishra, R.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Mishra, R

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:29.234292Z

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.

Observation faa10622-6729-4d58-8497-14814f3de6fa · outbound

This paper cites Zavrtanik, M.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Zavrtanik, M

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:29.067017Z

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.

Observation 5637f480-e546-4aa4-b1b1-f77e4fe145ec · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:28.920619Z

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.

Observation e6bc71e9-a3eb-4d99-990e-e52b9c0f9b6b · outbound

This paper cites Zhang, M.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Zhang, M

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:28.773745Z

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.

Observation bbc26912-fedc-498e-b779-c89827432b62 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:28.626608Z

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.

Observation d09f769b-81c8-469b-8014-71f498a43522 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:28.461548Z

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.

Observation 56fee045-9584-4a44-a517-177cb5bd8ea0 · outbound

This paper cites Zhang, S.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Zhang, S

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:28.324999Z

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.

Observation 4ece5ee2-4a2c-4f12-872b-93677344405a · outbound

This paper cites Gudovskiy, S.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Gudovskiy, S

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:28.189790Z

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.

Observation db5c8bf9-b6e4-476b-a616-5479503dee65 · outbound

This paper cites an unresolved cited work.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:05:28.017858Z

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.

Observation eb2da21d-5f9f-4adf-9d0c-1316f218d4cd · outbound

This paper cites Zagoruyko, N.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Zagoruyko, N

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:05:27.803290Z

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.

Observation 4c733ad1-341e-464b-9faf-6c2403ffb6e4 · outbound

This paper cites The Faiss library.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions The Faiss library

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T05:05:26.656408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72a59bc2-04e7-41f5-aa43-07cb21c9fd7a · outbound

This paper cites Bergmann, M.

Multi-class Image Anomaly Detection for Practical Applications: Requirements and Robust Solutions Bergmann, M

Reference 42

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T05:05:27.185283Z

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.

Pith citing papers

No inbound Pith citation observations are available.