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Paper Citation Record · LEDGER

Improved YOLOv7 model for insulator defect detection

As of 9 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2502.07179.

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

pith.paper-citation-record.v1
2502.07179 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:36:41.099370Z

measured 31 of 31 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

31 of 31 outbound references displayed

  • verified exact24
  • verified fuzzy0
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e5b6eaa2-e0a8-4a20-92a5-95b2a24aed15 · outbound

This paper cites Peng, F.X.

Improved YOLOv7 model for insulator defect detection Peng, F.X

Reference 1

Resolution
verified exact
doi, observed 2026-08-08T13:36:41.406170Z

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=2026-08-08T13:36:40.945963Z digest=sha256:4ebb81878183e208df9a22dd7dd3cc6014f54c4bd58f93e560ff3064b8f9fe15

Observation 4656dbd8-0016-4a35-a103-be09ffb8c4cb · outbound

This paper cites Liu, X.R.

Improved YOLOv7 model for insulator defect detection Liu, X.R

Reference 2

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:43.883824Z

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=2026-08-08T13:36:40.951871Z digest=sha256:cc2d6d69456af270ffb01965b464f64bae6cce1cb4e4a4dbc93b615a91cf2873

Observation 00823f0d-2707-4ac5-9e2c-55a2163a11d0 · outbound

This paper cites Huang, Z.S.

Improved YOLOv7 model for insulator defect detection Huang, Z.S

Reference 3

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:43.622703Z

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=2026-08-08T13:36:40.956856Z digest=sha256:808d0fdb2f46da6a42d13e629451de5f40b7a1b06c0fc975087a8487c236ab68

Observation ffc6b952-245e-49c7-88ea-aa6ab2bc1b3d · outbound

This paper cites Liu, L.H.

Improved YOLOv7 model for insulator defect detection Liu, L.H

Reference 4

Resolution
verified exact
doi, observed 2026-08-08T13:36:41.388170Z

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=2026-08-08T13:36:40.962058Z digest=sha256:29d4a113e87972d88f9d24c0609dd0689d053a2123bd62a07a229b1a5b74f745

Observation 925ba8f2-94fe-4354-ba4f-77c894359541 · outbound

This paper cites Chen, Y .H.

Improved YOLOv7 model for insulator defect detection Chen, Y .H

Reference 5

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verified exact
doi, observed 2026-08-08T13:36:41.370343Z

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=2026-08-08T13:36:40.967540Z digest=sha256:e3f5d840c83f9f40a8d94a12242ba0619c6a34a3ac95618a16bd857b2a820582

Observation ebace39a-c83c-47d3-8179-803d24674636 · outbound

This paper cites Yan, Measurement model for ice thickness of transmission lines based on image technology, Electrical Engineering Materials , (2021), 66-69+72.

Improved YOLOv7 model for insulator defect detection Yan, Measurement model for ice thickness of transmission lines based on image technology, Electrical Engineering Materials , (2021), 66-69+72

Reference 6

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verified exact
doi, observed 2026-08-08T13:36:41.353783Z

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=2026-08-08T13:36:40.972833Z digest=sha256:4892517eca821e4b8a146b5e7b5ad07516d8b6759a6b5853e5b871262008ccd1

Observation 31e2e23e-9802-4ade-a2b4-fd268fc92f47 · outbound

This paper cites Yan, F.C.

Improved YOLOv7 model for insulator defect detection Yan, F.C

Reference 7

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:43.421950Z

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=2026-08-08T13:36:40.978752Z digest=sha256:376ffcf7cf985feff589432e83b2ab9f5aa69c2850e258117c91e952d2a5d740

Observation 18525c2f-2ee7-4350-9d99-0a5d8a82d967 · outbound

This paper cites Felzenszwalb, R.B.

Improved YOLOv7 model for insulator defect detection Felzenszwalb, R.B

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-08T13:36:40.983857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:36:40.983857Z digest=sha256:45ab4a292dddb892c0adf043a6748ac3c80e930fb7316dbf5e140611a5300b51

Observation f2d9eecd-618c-4571-9138-514b7685caa8 · outbound

This paper cites Liu, B.Q.

Improved YOLOv7 model for insulator defect detection Liu, B.Q

Reference 9

Resolution
verified exact
doi, observed 2026-08-08T13:36:41.323217Z

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=2026-08-08T13:36:40.988896Z digest=sha256:f7b7ce33d3eb47271ff2097a18b04bd3330c066c19d22787b697752b80e5e220

Observation 02ccbb91-8c3a-4308-9642-063b1034f013 · outbound

This paper cites Jiang, X.

Improved YOLOv7 model for insulator defect detection Jiang, X

Reference 10

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:43.152372Z

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=2026-08-08T13:36:40.993952Z digest=sha256:56c496e69c202d6c2f3cdfb022b304ec130c01b91a3a101ec804d97c7a2fc871

Observation 80b1e992-e4bf-45ab-84c5-6df63fdd34d4 · outbound

This paper cites Sadykova, D.

Improved YOLOv7 model for insulator defect detection Sadykova, D

Reference 11

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verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:42.994110Z

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=2026-08-08T13:36:40.998664Z digest=sha256:99860a11811aebc796e5951e9d613980c88573658b7207f8d20902bb57487448

Observation e665745f-ba14-4934-9f7d-c5aae6b5ff99 · outbound

This paper cites Wang, Y .F.

Improved YOLOv7 model for insulator defect detection Wang, Y .F

Reference 12

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:42.837997Z

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=2026-08-08T13:36:41.003656Z digest=sha256:d654bc5d586ac77866d87dfd7147bbd34317c984e722dafc9d2b72f2a9cf7654

Observation d0b7c865-4cb4-4f94-8256-5c4e7c7c2eb1 · outbound

This paper cites Shi, Y .P.

Improved YOLOv7 model for insulator defect detection Shi, Y .P

Reference 13

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:42.644191Z

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=2026-08-08T13:36:41.008267Z digest=sha256:6f8c7a9c16996709caab23e9117555dcdf74a15ce4abd5809c77eae0ed56b549

Observation 9edd88bf-dd94-49c9-938c-796a041450fe · outbound

This paper cites Zhao, M.F.

Improved YOLOv7 model for insulator defect detection Zhao, M.F

Reference 14

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:42.485352Z

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=2026-08-08T13:36:41.013221Z digest=sha256:1e04be05489eca64cb469ab259c19e30bc633c024118e566eeffe72075a99453

Observation 16f08b36-e6d8-47a8-8d89-093170a47a74 · outbound

This paper cites an unresolved cited work.

Improved YOLOv7 model for insulator defect detection Unresolved cited work

Reference 15

Resolution
verified exact
doi, observed 2026-08-08T13:36:41.306468Z

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=2026-08-08T13:36:41.017972Z digest=sha256:e3b868e817c095c6ca589d5f0b96dc74849cda7a936d1dcf1a02b82e2c6f9c6e

Observation 78859fb5-d846-4fc1-97ba-8477166d69d7 · outbound

This paper cites Zhang, Y .Y.

Improved YOLOv7 model for insulator defect detection Zhang, Y .Y

Reference 16

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:42.292069Z

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=2026-08-08T13:36:41.022515Z digest=sha256:86685c9bce30eeb6b76cf31986fa56f203a547c4c90ca3414a39441db8145048

Observation 592779a9-8bf3-4791-af6d-9e1af9f4b6f0 · outbound

This paper cites Liu, X.B.

Improved YOLOv7 model for insulator defect detection Liu, X.B

Reference 17

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:42.093700Z

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=2026-08-08T13:36:41.027226Z digest=sha256:3221fb4830a6db07cb5e4b669b6a53558c4889fe5d96ba9acce2f1576386041b

Observation d22e9216-9c79-410d-8271-ea66cafed1a8 · outbound

This paper cites Liu, X.R.

Improved YOLOv7 model for insulator defect detection Liu, X.R

Reference 18

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:41.936029Z

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=2026-08-08T13:36:41.032199Z digest=sha256:8313c7a60cb1ea41ad8789ae3f7e2258d40fc795f6fd21f008b708153181e621

Observation 8e7e1ba4-8fc9-474d-aa9b-327e88f66846 · outbound

This paper cites Wang, J.J.

Improved YOLOv7 model for insulator defect detection Wang, J.J

Reference 19

Resolution
verified exact
doi, observed 2026-08-08T13:36:41.289663Z

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=2026-08-08T13:36:41.037048Z digest=sha256:47659c882638d0a521000cc5e1b2b68d1df08d7b273a7ec82722f9eb28732a01

Observation 9fc9cfa2-33d4-42ff-a007-2f0aaf45cdb8 · outbound

This paper cites an unresolved cited work.

Improved YOLOv7 model for insulator defect detection Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:36:43.900648Z

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=2026-08-08T13:36:41.041860Z digest=sha256:ad56bb1baa811e053029f0d7ef8f69826df50100bfa884079454d631bb495487

Observation fde26791-34bb-4604-bdd3-075345f7c261 · outbound

This paper cites Singh, S.F.

Improved YOLOv7 model for insulator defect detection Singh, S.F

Reference 21

Resolution
verified exact
doi, observed 2026-08-08T13:36:41.254958Z

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=2026-08-08T13:36:41.051896Z digest=sha256:dc2bfb790eef678720e9571566556a0154fef98434bb491d2123cc05613e2eed

Observation 3435c480-d803-41a4-bd6d-c30f1a644f5d · outbound

This paper cites Souza, S.F.

Improved YOLOv7 model for insulator defect detection Souza, S.F

Reference 22

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:41.752029Z

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=2026-08-08T13:36:41.057015Z digest=sha256:3965e7ec05c19f7a6fadfb5962f0a4c4204484e9f0f14c060f9e0662ee9a8ee6

Observation 405c968f-38be-4745-b0c7-3e86a64c3692 · outbound

This paper cites Serfenon, G.

Improved YOLOv7 model for insulator defect detection Serfenon, G

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-08T13:36:41.062338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:36:41.062338Z digest=sha256:3c4e70208e91bbfdb57c36925532a61a697d23edb305b51fd370f7a86a7ec971

Observation 3dbe5862-0aa3-431f-8591-100f3b99d331 · outbound

This paper cites YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors.

Improved YOLOv7 model for insulator defect detection YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors

Reference 24

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unresolved
no resolver link, observed 2026-08-08T13:36:41.067452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:36:41.067452Z digest=sha256:50e0b9072bc2ecdb1e565c6e3f760cf2aa89f602b3ea9e0da6afe40a1a164407

Observation 49c56974-321b-4b03-8e1a-565d82f1d9ea · outbound

This paper cites an unresolved cited work.

Improved YOLOv7 model for insulator defect detection Unresolved cited work

Reference 25

Resolution
verified exact
doi, observed 2026-08-08T13:36:41.210212Z

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=2026-08-08T13:36:41.073036Z digest=sha256:320284dad5c71b8752c60525112379ecd1cefbd618e3d4a3faa857146fcacd09

Observation 6646b4e5-b37d-47b8-8f9e-80ea241b2341 · outbound

This paper cites Coordinate Attention for Efficient Mobile Network Design.

Improved YOLOv7 model for insulator defect detection Coordinate Attention for Efficient Mobile Network Design

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-08T13:36:41.078019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:36:41.078019Z digest=sha256:776dcd38acfa29c62be8e9059bd87a16eae5caedda89bb1db1c1cf505f17ba26

Observation 54736ebb-4081-4eb3-b807-329907e46a29 · outbound

This paper cites Wise-IoU: Bounding Box Regression Loss with Dynamic Focusing Mechanism.

Improved YOLOv7 model for insulator defect detection Wise-IoU: Bounding Box Regression Loss with Dynamic Focusing Mechanism

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-08T13:36:41.083717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:36:41.083717Z digest=sha256:0f00855a2018262d2493349ffd3cd49c353f59e6d147100cf68648120339353f

Observation 37a34f5f-1e55-4327-bc70-98a2a9ce7432 · outbound

This paper cites Szegedy, W.

Improved YOLOv7 model for insulator defect detection Szegedy, W

Reference 28

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:36:41.587919Z

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=2026-08-08T13:36:41.089200Z digest=sha256:80caa5ee026053c3ac1925aa5b6aa90438b2ae75c2c24143e7ffd9d2200c7d9e

Observation ed18c62a-7667-47c6-8e89-9334d8c7682f · outbound

This paper cites Multi-Scale Context Aggregation by Dilated Convolutions.

Improved YOLOv7 model for insulator defect detection Multi-Scale Context Aggregation by Dilated Convolutions

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-08T13:36:41.094165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:36:41.094165Z digest=sha256:0c40eff718a3fc6ef2e511a5b76fd4f6e124039012bcfe3458ed50be25b73b75

Observation c6407a1d-0d17-4a30-8fe5-bab2fc9b60fd · outbound

This paper cites Wang, G.W.

Improved YOLOv7 model for insulator defect detection Wang, G.W

Reference 30

Resolution
verified exact
doi, observed 2026-08-08T13:36:41.138796Z

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=2026-08-08T13:36:41.099370Z digest=sha256:e308203080d7401c23b5f32cb069e574a51ce4a19b9326be8c80df1be143722d

Observation 8ceae1ac-39a8-4295-8176-bc9b4a3cc22a · outbound

This paper cites an unresolved cited work.

Improved YOLOv7 model for insulator defect detection Unresolved cited work

Reference 3376

Resolution
verified exact
doi, observed 2026-08-08T13:36:41.273481Z

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=2026-08-08T13:36:41.046545Z digest=sha256:f9420489a6bd6a54f3362a6ce409649602c54e930a6dc2be4291f8ae14918444

Pith citing papers

No inbound Pith citation observations are available.