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Paper Citation Record · LEDGER

Improved YOLOv7 model for insulator defect detection

As of 13 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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:40.945963Z digest=sha256:7a57074125e85fd76425fb020d1f2210e62b0dcf402329e617ca25616a6ce80f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:40.951871Z digest=sha256:d373a49b43c96552fd84fd2024f2eb4451b75969d8b384fab55f47730a20468b

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 2026-08-13T06:32:02.005865+00:00.

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:40.962058Z digest=sha256:08c9f81b21e2045de444fe31c055573650f02b4722ce337a5057c08949a9edb5

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

Resolution
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:40.967540Z digest=sha256:81476b07dd958a00f32499c3a579b398d83c25b60b3e6a0dd4ff8a68cc39f87e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:40.972833Z digest=sha256:7f9a2f0ce11a9c946a7a7446a39e77cd5926fcf7631591c9012dffa8216c3183

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:40.978752Z digest=sha256:0ea86833079269b098565746baa0a2698902c158486cafb6d3d4e22e3f848e6c

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

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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=sha256:2a79888cd9d2e39ce388817728de94910d9a2d5ffecc578b1fde409b71148456

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

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:40.988896Z digest=sha256:e887d467b578e2c4a096b1e998502ee7c1bc584fa31bb215333d7189ec9b8175

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:40.993952Z digest=sha256:1affe6c3aa414e7c2618f68ae2ff1008f5459d6fffc255b2f6909d4ddad8ad87

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:40.998664Z digest=sha256:27eb14c44d271ad80f5e8ea183d1efe06217c9efc35d8073a37a204d06247e71

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.003656Z digest=sha256:9e38c5633b58593c91ca29c0267642a09a226a712df282baa276fef52091f95e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.008267Z digest=sha256:ed986a81f62c394f4ecff92acce0283cc1537f7af53c0c34a1aaea1ff2c8c54a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.013221Z digest=sha256:1eebe7b7c635e18cb9d96bced3ff0f3d1ad74ae1a34f5be2317a598a12247747

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.017972Z digest=sha256:962fa856edc310e53d8325ecfbd5784649cb3080e1b89463fe483f29cb44ecc2

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.022515Z digest=sha256:51ec204aa5208f157108243e9e8122b232a27523d09448f08ef130f1c71baae3

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.027226Z digest=sha256:c8c6470191b5f30e1f2ae96ff32ba9bfda1817851755c195bb92511907154cda

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.032199Z digest=sha256:ac84885d864335d7f4749140e263758388c4e0eb7aceeb462a25d7e4fb4360b0

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

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.037048Z digest=sha256:fdcfceaf09897356101e1aed9336bca08e9c3bbb664646151b7c5c5f4eca82df

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.041860Z digest=sha256:a990728fe4fc62877c95d39c6beb1545deb20cbd39943aa7e44ced9374fc7fbe

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.051896Z digest=sha256:71b146275f01d0ea3fac788f13ae679212147f96680e031ed61009588ef25fc8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.057015Z digest=sha256:092bf2cbc29f1747cdf43c2fe084222be3e92e8c0ccc32d6d2919613d87750eb

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

This paper cites Serfenon, G.

Improved YOLOv7 model for insulator defect detection Serfenon, G

Reference 23

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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:c350402782360e8cc5e1f4d06919d61d7947f3a4d5be7f037b922ce170d46039

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:baddbe60ef3a002cbf52507082e4717d558ba2a45c11a762cbcbedbbd0acca85

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.073036Z digest=sha256:b5b1a7eb12e0eaeffe1879dfab201d6cbf90a1082050e7735c81603a6db0cbc6

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=sha256:82bc22da17763f49575156710e8133fe9448dd13363d4e5254b30807089dbe68

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=sha256:571a167bcb62d89eb7e8fa82e6bfef7324f3faf3500474d3ab2d64e402dc0021

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.089200Z digest=sha256:8ef3c7fcbc05fab312d428cbbc2ca8148cbb4b328f32e0ee4c52fe76077dbe68

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:f9847d9500f1430432bd452c4aa0ec7b1da8c5f4679c2d51f8369063822efe62

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.099370Z digest=sha256:56b8c99a35627e397b0f015ac991cb071c93c6c40a6b7c01eeabe6747b10144a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-08T13:36:41.046545Z digest=sha256:483d9a4ca7e3d06a3b1aceaf24e34fc9ced3d19997e4ef485cacbd700d1fa201

Pith citing papers

No inbound Pith citation observations are available.