Paper Citation Record · LEDGER

VisionGuard: Synergistic Framework for Helmet Violation Detection

As of 15 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2506.21005.

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

pith.paper-citation-record.v1
2506.21005 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:40:57.750010Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

28 of 28 outbound references displayed

verified exact0
verified fuzzy25
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 32ce8a02-c058-436e-8c59-f6f651307501 · outbound

This paper cites Commentary: Status of road safety in asia,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Commentary: Status of road safety in asia,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:03.677517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5c418aef-efa5-46f0-ba8c-e6252ff153ac · outbound

This paper cites Helmet use and associated factors among motorcyclists in the association of south- east asian nations: Prevalence and effect of interven- tions,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Helmet use and associated factors among motorcyclists in the association of south- east asian nations: Prevalence and effect of interven- tions,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:03.466547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8f861e3e-7aac-4d6a-97b9-00c37c0ecb7f · outbound

This paper cites Enhancing sustainable commuting strategies for lahti city: Integrating multi-thematic in- terventions for effective urban mobility,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Enhancing sustainable commuting strategies for lahti city: Integrating multi-thematic in- terventions for effective urban mobility,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:03.305906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ec1412e3-0c01-4b25-8ad1-878c406d1bda · outbound

This paper cites Rich feature hierarchies for accurate object detection and semantic segmentation,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Rich feature hierarchies for accurate object detection and semantic segmentation,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:03.111783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6c4b45ff-3310-410c-a549-e53e21b8eef0 · outbound

This paper cites Understanding of object detection based on cnn family and yolo,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Understanding of object detection based on cnn family and yolo,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:02.942821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 804cede9-ebcb-4434-b5f3-85437b91a927 · outbound

This paper cites A comprehensive review of yolo architec- tures in computer vision: From yolov1 to yolov8 and yolo-nas,.

VisionGuard: Synergistic Framework for Helmet Violation Detection A comprehensive review of yolo architec- tures in computer vision: From yolov1 to yolov8 and yolo-nas,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:01.965116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 827c2efe-2617-40b9-87b6-8c8b22d625c2 · outbound

This paper cites Yolo-v1 to yolo-v8, the rise of yolo and its complementary nature toward digital manufacturing and industrial defect detection,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Yolo-v1 to yolo-v8, the rise of yolo and its complementary nature toward digital manufacturing and industrial defect detection,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:01.617237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 59acec38-d7ce-43fd-98ce-aacb8e10b5f8 · outbound

This paper cites End-to-end object de- tection with transformers,.

VisionGuard: Synergistic Framework for Helmet Violation Detection End-to-end object de- tection with transformers,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:01.329003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9e79504f-e682-4a19-bad3-3df038d21694 · outbound

This paper cites Deformable DETR: Deformable Transformers for End-to-End Object Detection.

VisionGuard: Synergistic Framework for Helmet Violation Detection Deformable DETR: Deformable Transformers for End-to-End Object Detection

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T22:40:56.245692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e436181-86b0-4b9a-a022-b0d287cbde46 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:01.159523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 40750127-5875-4511-bc73-925ea2e40f73 · outbound

This paper cites Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking.

VisionGuard: Synergistic Framework for Helmet Violation Detection Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:40:56.410341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f557e29-9b25-46b6-bbfc-aa91f97c5519 · outbound

This paper cites The 7th ai city challenge,.

VisionGuard: Synergistic Framework for Helmet Violation Detection The 7th ai city challenge,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:00.883540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3ddc9515-addc-4ca5-abad-dfd1e4019dbf · outbound

This paper cites Detrs with collaborative hybrid assignments training,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Detrs with collaborative hybrid assignments training,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:00.707476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d9ebad43-0530-4555-a7da-62100452b96e · outbound

This paper cites Yolov7: Trainable bag-of-freebies sets new state-of- the-art for real-time object detectors,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Yolov7: Trainable bag-of-freebies sets new state-of- the-art for real-time object detectors,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:00.521692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 41b3347a-4401-4330-b413-e6914821ae57 · outbound

This paper cites Environmental perception algorithm for multi-target autonomous driving based on yolov7- cbam,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Environmental perception algorithm for multi-target autonomous driving based on yolov7- cbam,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:00.366530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 710f5445-bd45-42e8-8d02-127be82a6248 · outbound

This paper cites Yolov7-simam: An effective method for sar ship detection,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Yolov7-simam: An effective method for sar ship detection,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:00.214168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1af78955-c1f7-4569-b70d-b5991a8dae30 · outbound

This paper cites Yolov8: Advancements and innovations in object detection,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Yolov8: Advancements and innovations in object detection,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:41:00.067269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8f7315e0-af32-40db-9040-2764de92813c · outbound

This paper cites Real-time multi-class helmet violation detection us- ing few-shot data sampling technique and yolov8,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Real-time multi-class helmet violation detection us- ing few-shot data sampling technique and yolov8,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:40:59.933969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 284c27df-4514-4edd-a13c-3ec20e857c98 · outbound

This paper cites Deta: A point-based tracker with deformable transformer and task-aligned learning,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Deta: A point-based tracker with deformable transformer and task-aligned learning,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:40:59.698952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 64c7e632-5996-40bc-9913-f12e85bb0a8b · outbound

This paper cites An effective method for detecting violation of helmet rule for motorcyclists,.

VisionGuard: Synergistic Framework for Helmet Violation Detection An effective method for detecting violation of helmet rule for motorcyclists,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:40:59.502568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c774da7d-37ad-4784-8666-2dc149c571f7 · outbound

This paper cites An effective motorcycle helmet object detection framework for intelligent traffic safety,.

VisionGuard: Synergistic Framework for Helmet Violation Detection An effective motorcycle helmet object detection framework for intelligent traffic safety,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:40:59.207552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fea38035-d96e-4a18-9983-4128414067e7 · outbound

This paper cites Simple online and realtime tracking,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Simple online and realtime tracking,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:40:59.059355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cac904b5-6e6c-455a-9ef5-c5cb37399770 · outbound

This paper cites Comparative evaluation of sort, deep- sort, and bytetrack for multiple object tracking in highway videos,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Comparative evaluation of sort, deep- sort, and bytetrack for multiple object tracking in highway videos,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:40:58.750658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ac415360-4873-46c4-ab23-845ae59300da · outbound

This paper cites Robust motorcycle helmet detection in real-world scenarios: Using co-detr and minority class enhancement,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Robust motorcycle helmet detection in real-world scenarios: Using co-detr and minority class enhancement,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:40:58.498081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 92ab67db-4973-4c2f-8edf-03101b1428dd · outbound

This paper cites Simple online and realtime tracking with a deep association metric,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Simple online and realtime tracking with a deep association metric,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:40:58.296794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cd83cc2d-403d-4905-a4f7-04a1f9ba0e34 · outbound

This paper cites BoT-SORT: Robust Associations Multi-Pedestrian Tracking.

VisionGuard: Synergistic Framework for Helmet Violation Detection BoT-SORT: Robust Associations Multi-Pedestrian Tracking

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T22:40:57.589467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbe8b048-3c2e-449d-a5a9-3042798925c8 · outbound

This paper cites Motorcyclist helmet violation detection framework by leveraging robust ensemble and augmentation methods,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Motorcyclist helmet violation detection framework by leveraging robust ensemble and augmentation methods,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:40:58.173112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2792ef7d-643f-4b52-ae3b-50cdc72b0116 · outbound

This paper cites Weighted boxes fusion: Ensembling boxes from different ob- ject detection models,.

VisionGuard: Synergistic Framework for Helmet Violation Detection Weighted boxes fusion: Ensembling boxes from different ob- ject detection models,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:40:57.984834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

No inbound Pith citation observations are available.