Pith. sign in

Paper Citation Record · LEDGER

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

As of 20 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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.351545Z digest=sha256:85798ffe8ff9b8541efb81cd7deb8c0e11dc452bd494883d718998f0a509f7f6

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

Resolution
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.356198Z digest=sha256:19b7ccaede8a5b4329da1839b3abc76c101e1ec498e4e5ec0c072d82765541b0

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

Resolution
unresolved
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.368595Z digest=sha256:64382bfca2143a16ce3c3b5a3c2f39698a754b110e16d3c753d21a8c61d729cb

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.372801Z digest=sha256:d65a7746215241417d529bcd40be7cc669ade16d215fe35b60f97286db624d13

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.377388Z digest=sha256:4d1ee271890ce97ce238bf2610bfea8f3fa6001ac53ce1386e987cd7b55f0e0b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.381245Z digest=sha256:086a61f23896e59159c85e1558cb7cc393a044370b5e82fcf7ee525334f97334

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
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.385317Z digest=sha256:16b1d7cfc783b9510120e696314325214f341a4a3888fb50dfd9223c0547b9a3

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
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.389177Z digest=sha256:118085a13b99eb37c79f281489b126dd9f48fe83cdf95f6a66e294589e8f3868

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.393187Z digest=sha256:4c5722bbcc51fbce50e2453d8a1f86a7527b01f0887c12013c9d0165ddbde927

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.396909Z digest=sha256:1656931fe5f488c3d21814b211d0f2127cda5458dccc70522152067ce36559ab

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.400796Z digest=sha256:5042a0f92d3ccd1c5027235e575390292ade457f4f9a76ef639e8f67867791a4

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.404750Z digest=sha256:d316c1cc346035d8c95e16e4e93b74f537d938afc85ce3b9741f099121b5bb27

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.408529Z digest=sha256:b71e101172b5abea3486f8f15df39bb70900873ee84ac21ab224b1871b59178b

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
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.412189Z digest=sha256:4b0ad218228c78a34ac424e03291aee234af1f81f5945c9db8e9380eb2df8d55

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
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.416166Z digest=sha256:7f67b7736d17c101d94f63aa2efaa14285aaf06d2e477892c1dee69a199eff45

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

Resolution
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.420491Z digest=sha256:fd77ccbab475e72b6cfe44e09e87a13315fbda2ab66b46f7685726a4db51ac3d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.424514Z digest=sha256:2a231798bf4ee291c336803413844f344555c8b041e8e30024c61dc780dfaa65

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.428262Z digest=sha256:3e2b7133e43f618b6292a965a7dc6098ccdf9ceeec1143cdaef93fe7be3b39ee

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.432045Z digest=sha256:31bdbd8325b3e70c5e6e686078133818ea460fa4d85cd4db61d63ecfa15f1a38

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
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.436119Z digest=sha256:d6795d9d25a9aae04773d6efa3196bf309a2f022c31ccec0c310181948a17649

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.439949Z digest=sha256:58928100d67d917d4316fef460fc37aee663d29fbe5f3fd4018c7233482bf62b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.443844Z digest=sha256:8886f139bf9d059f6914ee3542cb16e984171373b68fe4a8812ae0cc59f0b4e7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.447599Z digest=sha256:e77e5d3eb6183df41489b9140e531a38b5576afdbbaa5cb2a82936a1b23d882f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.451419Z digest=sha256:1d2b4a3ec43a8d36389c83e87dc59f89fd8db981021bc8c976d02458c6557eff

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
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.455332Z digest=sha256:ea4534b816f071a8ef487a2ddc0f93a9d64903afa5a0c808be7effd59f07f505

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.459106Z digest=sha256:a23b84d606987a1eeb85de4843d614d3d61a3693ab96225148180b4e0e7467b3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.462878Z digest=sha256:954a2b1520e469abe00eb326370679321e0bb6aa12729801989c0d7bc612e453

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.467043Z digest=sha256:89c67be80dacbca09e39e701425bc405ecc9b3d5a79a01785893a29aebe8d182

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.471075Z digest=sha256:7043bf9db1da9558567c5ae2d3e456c45829420d234e2dde88fe6adc19485b57

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.474849Z digest=sha256:841a26b6cdc0091925dfb283a4e927d611cb902b32912f72cd8f27886e314bd8

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.478727Z digest=sha256:d835d55ab136153a1795b68c42850875f20250f77856de4d8c4da370f072f5fd

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.482655Z digest=sha256:5dae3a7211ea63ca382759e1b7b1f2ce47b3f9c9360398a76313b6d62e2a7c47

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.486590Z digest=sha256:bc69bc69009fdf6e5c8d2af1f777a82a0b7199ec4b248d1739e4a2c096e01c93

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.491160Z digest=sha256:713e121139201909a4e300b985bb5151ce7f6622490909ee0ccb7a9e0909f9a3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.495038Z digest=sha256:0d6be60710da31c5391a0514533b800070fed92d8a661e6d9cbbbf846959e3a6

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.499074Z digest=sha256:349d797445efe74ab62d44cbbc79b851f1ad7296bceb4864587359e359e96417

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.503017Z digest=sha256:82d836c3c060d26b7c180ca07d670f42af5e3092ea1623327221bef0fd95c972

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.506804Z digest=sha256:8c8478d43a9a53972016cae46953f35d0a740496c2e5193028a4e9813057ce85

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T05:59:24.511008Z digest=sha256:1974432576ca42936d9025ee5ec6e9fb407c3bb65aa1a97415d00681c86a02a8

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T00:31:27.329442Z digest=sha256:4b40e5341826791691e213b92b28d0b2f33051c68ea3a2ce98bfbcd1ced11edf