Paper Citation Record · LEDGER

Real-Time Threat Detection from Surveillance Cameras using Machine Learning

As of 21 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 1 inbound Pith citation observation for arXiv:2606.05708.

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

pith.paper-citation-record.v1
2606.05708 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T02:02:46.903394Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T04:40:57.892629Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

12 of 12 outbound references displayed

verified exact4
verified fuzzy0
unresolved5
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cab41e20-e3cc-48cb-ad4c-c84ccbb17390 · outbound

This paper cites YOLOv8: A Novel Object Detection Algorithm with Enhanced Performance and Robustness.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning YOLOv8: A Novel Object Detection Algorithm with Enhanced Performance and Robustness

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T02:11:29.326358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 28f13d92-2055-4a14-91f6-869fc2e4b1c2 · outbound

This paper cites Understand- ing of a convolutional neural network,.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning Understand- ing of a convolutional neural network,

Reference 2

Resolution: malformed identifier; doi_truncated, observed 2026-06-28T02:11:29.319541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 41d390bc-1877-41b0-977d-5e65018d6fcf · outbound

This paper cites Singh and C.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning Singh and C

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-28T02:11:29.322053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1500dbc3-4102-44ef-88c0-ea2f2d07480e · outbound

This paper cites Real-Time Abnormal Object Detec- tion for Video Surveillance in Smart Cities.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning Real-Time Abnormal Object Detec- tion for Video Surveillance in Smart Cities

Reference 4

Resolution: verified exact; doi, observed 2026-06-28T02:11:29.323908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ebbe73be-8eed-4bdc-8a62-6340bdcf4e06 · outbound

This paper cites Indian Blunt Object Detection Dataset,.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning Indian Blunt Object Detection Dataset,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T02:02:46.903394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73dce909-b31e-4987-b310-9f0921963855 · outbound

This paper cites Gun and Knife Detection Dataset,.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning Gun and Knife Detection Dataset,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T02:02:46.903394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06be7f33-1e7e-4fd2-80cb-a442d95e6e80 · outbound

This paper cites Custom and Public Weapon Detection Dataset for Model Training,.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning Custom and Public Weapon Detection Dataset for Model Training,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T02:02:46.903394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b48659d5-fb4e-4582-b6a4-3e87e633f936 · outbound

This paper cites A Dataset and System for Real-Time Gun Detection in Surveillance Video Using Deep Learning.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning A Dataset and System for Real-Time Gun Detection in Surveillance Video Using Deep Learning

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:36:56.443804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 30f7bae5-0ff3-4c77-a348-a5001a3b0dc2 · outbound

This paper cites Real-Time Weapon Detection Using YOLOv8 for Enhanced Safety.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning Real-Time Weapon Detection Using YOLOv8 for Enhanced Safety

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:36:56.448361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 72f7b18a-d4a5-46c3-93f0-1d2dc907b17a · outbound

This paper cites Next-gen security: YOLOv8 for real- time weapon detection,.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning Next-gen security: YOLOv8 for real- time weapon detection,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T02:02:46.903394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9ff1642-2e48-488d-ac98-d462308436c1 · outbound

This paper cites Literature review of deep-learning-based detection of violence in video,.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning Literature review of deep-learning-based detection of violence in video,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T02:02:46.903394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61bb6086-31d9-4c35-8fd0-c3e3c8fba736 · outbound

This paper cites IEEE Transactions on Pattern Analysis and Machine Intelligence46(8), 5625–5644 (2024) https://doi.org/10.1109/TPAMI.2024.3369699.

Real-Time Threat Detection from Surveillance Cameras using Machine Learning IEEE Transactions on Pattern Analysis and Machine Intelligence46(8), 5625–5644 (2024) https://doi.org/10.1109/TPAMI.2024.3369699

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T02:11:29.317321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation 6279979c-0303-41e8-b028-b4fe1b25ef17 · inbound

A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation cites this paper.

A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Real-Time Threat Detection from Surveillance Cameras using Machine Learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-12T04:40:57.892629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.