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Paper Citation Record · LEDGER

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis

As of 21 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2509.04624.

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

pith.paper-citation-record.v1
2509.04624 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:59:24.511008Z

measured 42 of 42 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 2026-08-16T00:31:27.329442Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-16T00:31:28.251921Z

Reference resolution

41 of 41 outbound references displayed

  • verified exact0
  • verified fuzzy39
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a857d82a-fe9a-40c0-9895-ab7e24d076d6 · outbound

This paper cites Uav-based traffic analysis: A universal guiding framework based on literature survey,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Uav-based traffic analysis: A universal guiding framework based on literature survey,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:25.077718Z

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.

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Observation f7be4e26-c3ef-4998-9cef-d5473a545c46 · outbound

This paper cites Applications of unmanned aerial vehicle (uav) in road safety, traffic and highway infrastructure management: Recent advances and challenges,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Applications of unmanned aerial vehicle (uav) in road safety, traffic and highway infrastructure management: Recent advances and challenges,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-05T05:59:25.063468Z

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.

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Observation 63152da1-534f-4f3b-93c4-c1be5e1d267e · outbound

This paper cites Urban traffic monitoring and analysis using unmanned aerial vehicles (uavs): A systematic literature review,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Urban traffic monitoring and analysis using unmanned aerial vehicles (uavs): A systematic literature review,

Reference 3

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no resolver link, observed 2026-08-05T05:59:24.360428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:24.360428Z digest=sha256:691b7cea7ec5a49f97f6c6d793f8614d335e7194aab032697d512e7ed24f80da

Observation cb85af4c-479b-4e4d-a403-fcdc37f82616 · outbound

This paper cites I-24 motion: An instrument for freeway traffic science,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis I-24 motion: An instrument for freeway traffic science,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T05:59:24.364522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:24.364522Z digest=sha256:1be8ecd66af677cf010e3679f592689c3b9ff9d769f76d8cade8d5d989d963dd

Observation 4afa3e90-399d-49ea-801d-b53877bf1586 · outbound

This paper cites Intersection monitoring using computer vision techniques for capacity, delay, and safety analysis,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Intersection monitoring using computer vision techniques for capacity, delay, and safety analysis,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:25.030037Z

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.

source=pdf_text observed=2026-08-05T05:59:24.368595Z digest=sha256:6f6de3d90b6e342bdc293b2b3648f7a43cd9e4ea2bb4d4e59812b46426449f4c

Observation f6d09293-9258-42da-9b23-8d6ca45eef86 · outbound

This paper cites Unmanned aerial aircraft systems for transportation engineering: Current practice and future challenges,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Unmanned aerial aircraft systems for transportation engineering: Current practice and future challenges,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:25.016356Z

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.

source=pdf_text observed=2026-08-05T05:59:24.372801Z digest=sha256:0e99dc77e939ebae81e45faa315a7bb6ab80fa9c0ee8d1b4476d14ea19655265

Observation 77f213bd-f178-4726-ba8d-723bcaf375c9 · outbound

This paper cites Video processing using deep learning techniques: A systematic literature review,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Video processing using deep learning techniques: A systematic literature review,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:25.002610Z

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.

source=pdf_text observed=2026-08-05T05:59:24.377388Z digest=sha256:7faa5a3c6ce8dab9a2f7c279e6dbc9f65f6435bf8ba9920cc7c1e1198527154b

Observation 4de54c67-fa18-455f-9d62-5afcb6854765 · outbound

This paper cites Moving vehicle detection and tracking at roundabouts using deep learning with trajectory union,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Moving vehicle detection and tracking at roundabouts using deep learning with trajectory union,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.989603Z

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.

source=pdf_text observed=2026-08-05T05:59:24.381245Z digest=sha256:3962271bfbf5b76325d15a491fe596047fe672a6008283b8b32d6a0f0421697f

Observation 67ad4d47-5bca-4fda-a9f6-c5e7876aba32 · outbound

This paper cites Enabling versatile analysis of large scale traffic video data with deep learning and hiveql,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Enabling versatile analysis of large scale traffic video data with deep learning and hiveql,

Reference 9

Resolution
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raw_fallback, observed 2026-08-05T05:59:24.976743Z

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.

source=pdf_text observed=2026-08-05T05:59:24.385317Z digest=sha256:4a35d15256f932399d902fb6e4972481ddaef840924c3433e0aedaf18c337c78

Observation b00d34e4-75ab-437f-a600-bcc340b7df2c · outbound

This paper cites Vehicle tracking and speed estimation from traffic videos,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Vehicle tracking and speed estimation from traffic videos,

Reference 10

Resolution
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raw_fallback, observed 2026-08-05T05:59:24.963235Z

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.

source=pdf_text observed=2026-08-05T05:59:24.389177Z digest=sha256:1fba903066494b32ec1efb322e133937c3e23cf784a75dbf11b6aec6912565d7

Observation ccc23997-d320-41c9-a419-0923bd7fd769 · outbound

This paper cites A vehicle tracking algorithm combining detector and tracker,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis A vehicle tracking algorithm combining detector and tracker,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.950151Z

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.

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Observation e935b03a-f829-4635-9602-c7f3347d0c18 · outbound

This paper cites Tracking vehicles as groups in airborne videos,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Tracking vehicles as groups in airborne videos,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.937632Z

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.

source=pdf_text observed=2026-08-05T05:59:24.396909Z digest=sha256:04d5def698787f5414fc80a5514b4c2121a192ee032a80299f61f31f6cd08ef5

Observation 734c2c25-af06-499f-ac45-4ea2fa2b1df5 · outbound

This paper cites Traffic behavior recognition from traffic videos under occlusion condition: A kalman filter approach,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Traffic behavior recognition from traffic videos under occlusion condition: A kalman filter approach,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.924384Z

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.

source=pdf_text observed=2026-08-05T05:59:24.400796Z digest=sha256:d665bc13f0bcd8c5b36520ed4455caa131ab2a386d82f69fd59898882c4a7400

Observation 98aa69f9-4121-48af-a369-56a4770ce476 · outbound

This paper cites Uav route planning for joint search and track missions—an information-value approach,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Uav route planning for joint search and track missions—an information-value approach,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.910843Z

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.

source=pdf_text observed=2026-08-05T05:59:24.404750Z digest=sha256:038db803fdd58374612f62fe9053befa0f370110afaaeaa02aa14dd70e2e1d58

Observation 0e9fc443-611f-4d67-bc4d-75639dc0b8ec · outbound

This paper cites How accurate are small drones for measuring microscopic traffic parameters?.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis How accurate are small drones for measuring microscopic traffic parameters?

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.897279Z

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.

source=pdf_text observed=2026-08-05T05:59:24.408529Z digest=sha256:08b4b403469c85022c1cdcd1021c515eaee0a4bdf957f6ccd4c59d308a31b326

Observation 2fd58b3f-cba3-4cd6-8993-b99299e88971 · outbound

This paper cites Real-time uav rerouting for traffic monitoring with decomposition based multi-objective optimiza- tion,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Real-time uav rerouting for traffic monitoring with decomposition based multi-objective optimiza- tion,

Reference 16

Resolution
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raw_fallback, observed 2026-08-05T05:59:24.883615Z

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.

source=pdf_text observed=2026-08-05T05:59:24.412189Z digest=sha256:a1a1db0f867f6b4a5d8e09b231a80fbfd66158f0cc2177a746012b2e31b3a027

Observation dc181437-9b8e-45ac-ae23-346163d43791 · outbound

This paper cites Real-time and coordi- nated uav path planning for road traffic surveillance: A penalty-based boundary intersection approach,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Real-time and coordi- nated uav path planning for road traffic surveillance: A penalty-based boundary intersection approach,

Reference 17

Resolution
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raw_fallback, observed 2026-08-05T05:59:24.871055Z

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.

source=pdf_text observed=2026-08-05T05:59:24.416166Z digest=sha256:0fe44b091085b6ff5fc36e8959ffa32cb0ba877790fc148570949776c77e243c

Observation e4457d2a-46ef-4b96-9c29-97a510386ae6 · outbound

This paper cites Tracking-based vehicle statistic system with feature selection for traffic investigation and control in normal inter- section scenes,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Tracking-based vehicle statistic system with feature selection for traffic investigation and control in normal inter- section scenes,

Reference 18

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raw_fallback, observed 2026-08-05T05:59:24.857886Z

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.

source=pdf_text observed=2026-08-05T05:59:24.420491Z digest=sha256:7bbccdc20dbe2f247855451fc73796b62aa37a9087cff0946f58d663127c629b

Observation 55d965a9-4901-40f5-b4c0-cd8c744119d0 · outbound

This paper cites Surveillance from above: A detection-and- prediction based multiple target tracking method on aerial videos,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Surveillance from above: A detection-and- prediction based multiple target tracking method on aerial videos,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.844880Z

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.

source=pdf_text observed=2026-08-05T05:59:24.424514Z digest=sha256:613972fccde0d53597c51a699ee3361433768819cd2ee749ec7d212868b1b7b3

Observation c17786c6-f82d-444a-8478-7ff25e0b7c0e · outbound

This paper cites Data association in multiple object tracking: A survey of recent techniques,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Data association in multiple object tracking: A survey of recent techniques,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.831388Z

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.

source=pdf_text observed=2026-08-05T05:59:24.428262Z digest=sha256:b9496a4e1849494879b4f1bdbceb9c2d55b0f646ef6acd0467bbc6b770c000a9

Observation 4751de9b-ee74-4f5e-b565-8c1c450a35d3 · outbound

This paper cites Multiple moving object detection from uav videos using trajectories of matched regional adjacency graphs,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Multiple moving object detection from uav videos using trajectories of matched regional adjacency graphs,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.817899Z

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.

source=pdf_text observed=2026-08-05T05:59:24.432045Z digest=sha256:08fb49e17d437c0bb7baa394a9a6feff918929a92bb3fa978df6572faf861a8d

Observation 76596129-e742-4347-ad33-f899359507b6 · outbound

This paper cites Advanced framework for microscopic and lane-level macroscopic traffic parameters estimation from uav video,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Advanced framework for microscopic and lane-level macroscopic traffic parameters estimation from uav video,

Reference 22

Resolution
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raw_fallback, observed 2026-08-05T05:59:24.804747Z

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.

source=pdf_text observed=2026-08-05T05:59:24.436119Z digest=sha256:420be9031f17843e1c17fe2549261ce8d538d15a697d1e7b48e4b4a36894cfae

Observation 90269bac-819c-4b3a-a124-c6bb4538f5c2 · outbound

This paper cites Un- manned aerial vehicle–based traffic analysis: Methodological frame- work for automated multivehicle trajectory extraction,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Un- manned aerial vehicle–based traffic analysis: Methodological frame- work for automated multivehicle trajectory extraction,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.791684Z

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.

source=pdf_text observed=2026-08-05T05:59:24.439949Z digest=sha256:76f4182264506aa9dd9610dafdacf461bf60597a198e1efe7749ad776a6565ed

Observation 3bff5081-7fed-490c-b84e-2a3853254833 · outbound

This paper cites Unmanned aerial vehicle-based traffic analysis: A case study to analyze traffic streams at urban roundabouts,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Unmanned aerial vehicle-based traffic analysis: A case study to analyze traffic streams at urban roundabouts,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.778887Z

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.

source=pdf_text observed=2026-08-05T05:59:24.443844Z digest=sha256:ed2f0a3dcf2a11bc5142bf883bea1e8b6897964d3801972d5f51a6cb34d10320

Observation 54e05d4d-7487-4e2d-b83d-d8af02335c41 · outbound

This paper cites Unmanned aerial vehicle-based traffic analysis: A case study for shockwave identification and flow parameters estimation at signalized intersections,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Unmanned aerial vehicle-based traffic analysis: A case study for shockwave identification and flow parameters estimation at signalized intersections,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.765598Z

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.

source=pdf_text observed=2026-08-05T05:59:24.447599Z digest=sha256:0c18633d18de2f0f39a909b2d9566f6d6b5b4d102aae251873f033b9dfad53bf

Observation c1cafa4f-e01e-4215-a818-97b9a2c4c127 · outbound

This paper cites Visdrone-det2021: The vision meets drone object detection challenge results,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Visdrone-det2021: The vision meets drone object detection challenge results,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.752416Z

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.

source=pdf_text observed=2026-08-05T05:59:24.451419Z digest=sha256:834a301ee5a0b9db1001a36872562ea31cbe20f060f8b7af6f2a11d61bd8945d

Observation 70628ac5-54f7-40dd-81cf-656bfb9658f0 · outbound

This paper cites On the new era of urban traffic monitoring with massive drone data: The pneuma large-scale field experiment,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis On the new era of urban traffic monitoring with massive drone data: The pneuma large-scale field experiment,

Reference 27

Resolution
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raw_fallback, observed 2026-08-05T05:59:24.739364Z

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.

source=pdf_text observed=2026-08-05T05:59:24.455332Z digest=sha256:27cf460c425aac8e8b25bab425fbe64e37de134baf9fe31d886de4915245c252

Observation 1f92dd6f-8653-47c3-bd5d-9639f19cbbe7 · outbound

This paper cites Vaid: An aerial image dataset for vehicle detection and classification,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Vaid: An aerial image dataset for vehicle detection and classification,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.726451Z

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.

source=pdf_text observed=2026-08-05T05:59:24.459106Z digest=sha256:0c9d84eaa70fb9402f47fdef5e639b47898dc659d0626ea289c9262e6084294d

Observation 4fc13d1c-a81e-4def-9a95-80fea37d6f08 · outbound

This paper cites opendd: A large-scale roundabout drone dataset,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis opendd: A large-scale roundabout drone dataset,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.713486Z

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.

source=pdf_text observed=2026-08-05T05:59:24.462878Z digest=sha256:9d6b923efe80ad982b754dc4d15be558d7a726a1605ad76afec5afb37b8a26d9

Observation c471c207-7154-4dc6-82e3-cfebca29ad93 · outbound

This paper cites The round dataset: A drone dataset of road user trajectories at roundabouts in germany,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis The round dataset: A drone dataset of road user trajectories at roundabouts in germany,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.700667Z

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.

source=pdf_text observed=2026-08-05T05:59:24.467043Z digest=sha256:e089fa83c778cd64cef17f527758056bc93aa7637624a313200eb0a526ba1108

Observation d383dc77-ccb7-4bef-8ca1-9d719df240b3 · outbound

This paper cites Citysim: A drone-based vehicle trajectory dataset for safety-oriented research and digital twins,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Citysim: A drone-based vehicle trajectory dataset for safety-oriented research and digital twins,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.687507Z

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.

source=pdf_text observed=2026-08-05T05:59:24.471075Z digest=sha256:d0ead7630bec854c6fcdecc12ff596a71249330f455f01c40388f30bd5acd26d

Observation c2fc6eb1-69ab-4cc6-beff-029391d9ba81 · outbound

This paper cites Urban traffic analysis through an uav,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Urban traffic analysis through an uav,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.673889Z

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.

source=pdf_text observed=2026-08-05T05:59:24.474849Z digest=sha256:bbdde2252488de436079dde9fed49cfa8922f3a2172690d32e048a9d38c6c6b0

Observation 12b61a4d-2691-4e21-b318-f4f92eb4e94c · outbound

This paper cites Examining the applicability of small quadcopter drone for traffic surveillance and roadway incident monitoring,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Examining the applicability of small quadcopter drone for traffic surveillance and roadway incident monitoring,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.660510Z

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.

source=pdf_text observed=2026-08-05T05:59:24.478727Z digest=sha256:b02acb8769ed5d4a9db390ae94cb9380a3372d613304935c742d77d559304920

Observation 732de48c-f6e2-4fd0-bbed-9aa00436c36a · outbound

This paper cites Automatic vehicle trajectory extraction for traffic analysis from aerial video data,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Automatic vehicle trajectory extraction for traffic analysis from aerial video data,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.647019Z

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.

source=pdf_text observed=2026-08-05T05:59:24.482655Z digest=sha256:c7dfcb039219a573692334a54e09a0aa01c4d65beec11e9e679b33621374e498

Observation 0cc0948c-c0ce-4fd1-b12d-f86f9fbc09b2 · outbound

This paper cites Evaluating the accuracy of vehicle tracking data obtained from unmanned aerial vehi- cles,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Evaluating the accuracy of vehicle tracking data obtained from unmanned aerial vehi- cles,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.633239Z

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.

source=pdf_text observed=2026-08-05T05:59:24.486590Z digest=sha256:dfebfe9499d2c336292ee38297ec2399c67e6222da6aed36a252b72e1c5c2a11

Observation 9113f2cb-2773-49c3-b93c-d336a4bfa318 · outbound

This paper cites Advances and applications of computer vision techniques in vehicle trajectory generation and surrogate traffic safety indicators,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Advances and applications of computer vision techniques in vehicle trajectory generation and surrogate traffic safety indicators,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.618995Z

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.

source=pdf_text observed=2026-08-05T05:59:24.491160Z digest=sha256:dc5a147e0c0a81ba888582520fb6fcfdee4280520f0c55fda864334f5f0f853c

Observation ef3259af-97d7-446a-9484-933f1106ecac · outbound

This paper cites Smart traffic monitoring system using unmanned aerial vehicles (uavs),.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Smart traffic monitoring system using unmanned aerial vehicles (uavs),

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.603354Z

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.

source=pdf_text observed=2026-08-05T05:59:24.495038Z digest=sha256:726c0a6753b98a27838496fed00d502a7e4918e2e6be664219dd3b7618d49c4d

Observation b6a8b4f2-fb99-48a8-9991-8a2e4cf423f9 · outbound

This paper cites Computation rate max- imization in uav-enabled wireless-powered mobile-edge computing systems,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Computation rate max- imization in uav-enabled wireless-powered mobile-edge computing systems,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.589728Z

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.

source=pdf_text observed=2026-08-05T05:59:24.499074Z digest=sha256:916c4bd198321c2f63f95efa9d6e3bbb10e6d1584fb52106f1eb41e297f189e2

Observation d2866c0d-077a-44a8-8ffc-86a5266eb841 · outbound

This paper cites Joint communication and control optimization of a uav-assisted multi- vehicle platooning system in uncertain communication environment,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Joint communication and control optimization of a uav-assisted multi- vehicle platooning system in uncertain communication environment,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.575779Z

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.

source=pdf_text observed=2026-08-05T05:59:24.503017Z digest=sha256:39a29115b72d3cf36b190186972964e3b1a98da8de673886e227bf2fecc41b6e

Observation 6e8c9ec0-0176-46f6-93ed-60727a9b2aab · outbound

This paper cites Identifying the threshold discrepancy of rear-end conflicts under clear and rainy weather conditions using trajectory data,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Identifying the threshold discrepancy of rear-end conflicts under clear and rainy weather conditions using trajectory data,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.561521Z

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.

source=pdf_text observed=2026-08-05T05:59:24.506804Z digest=sha256:7050848786e432a420d5d81624195a2ce0f99e7074e8655a730a0995ce57569c

Observation 05198524-41ab-4c79-bd90-e81123bce8a1 · outbound

This paper cites Assessing conflict likelihood and its severity at interconnected intersections: Insights from drone trajectory data,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Assessing conflict likelihood and its severity at interconnected intersections: Insights from drone trajectory data,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.546942Z

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.

source=pdf_text observed=2026-08-05T05:59:24.511008Z digest=sha256:983b2a1e1da5ac4cf2410aa5193216098b9673c0a9772f1a5913cabef6d68a6d

Pith citing papers

Observation 7eb40ff3-37a0-452f-bdb1-e2e3a9baebc9 · inbound

Advancing MLLM-based UAV Image Understanding and Reasoning: A Benchmark and a Training-Free Multi-Agent System cites this paper.

Advancing MLLM-based UAV Image Understanding and Reasoning: A Benchmark and a Training-Free Multi-Agent System UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-16T00:31:28.256406Z

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.

source=pdf_text observed=2026-08-16T00:31:27.329442Z digest=sha256:10727abca440746cec322782e8d66ca0511dd3dac0efa9ec024f1b4cded74cb2