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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 23 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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.356198Z digest=sha256:f850c51fee3d28313c9ce39c2f2f1c36339fd92ac5376ec223c76e58eda56e72

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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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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.368595Z digest=sha256:f1140eddceba06989f063b549adf254c903d3651ff00011bd70e8b5344048002

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.372801Z digest=sha256:c447c721b9436aed613c9c95f2ec1d145eb9c96164d75126746bba41ab58533d

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.377388Z digest=sha256:ca70ed1e3cae7ef2df19f089e9e960233b50434e6e23f25b18883c69c12bb32b

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.381245Z digest=sha256:e2594a5ec00ecfdae561eef76c0eae0547725bc1ab96e4ac5707b06d2424df27

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.385317Z digest=sha256:c228362e11ffda354b1dcca30f00c712eee39a9ae70a1105e69dbec31aaad88f

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.389177Z digest=sha256:e8588d69fad338d98ee4e09122d299c472a89cadbac3686489b4a3d1e1a02cc3

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.393187Z digest=sha256:b68612390d1ac936deedafe257d3d6f1c89816422fdc94edb80ce6699220c7f6

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.396909Z digest=sha256:e40c46e0580fcf25aed101bcf5b6662fbdcabf5d25ef52a59ea9edc394500e70

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.400796Z digest=sha256:c9fb36d42cd68cf8715826cb6aa30fcf504afae471a4bddfe5dfbe48661742ad

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.404750Z digest=sha256:32869bc5822217a86d46f99a91bcaf90398ef8a6367e47010a1e42b51e4b6059

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.408529Z digest=sha256:6ac65b8dd35d0bb7c6c9fe6d5ffbb8e75523c01d939b107cdc5342872bfea001

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.412189Z digest=sha256:ecb5a00fdfe6717a8474fb334e1f91b283280469f33f82626cf2ef24b69f64e0

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.416166Z digest=sha256:76eb3628dc74afc7db53072a12dc98021e58bbf1673f6b92270820231076908a

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.420491Z digest=sha256:d7449b06f311a497db553e90f9d6d6bc529c2415e6ca11accd43cf2641946932

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.424514Z digest=sha256:aadcb616e2de700da860225898d735367c7df816b15b97f65d91c18a53d49e36

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.428262Z digest=sha256:460553d4c9ca50ce4d098213b288f39d982e1ba31506ecdbfd69ba37a0d1276e

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.432045Z digest=sha256:3b0a307696c9023493471a5e911ce7be593f9e367a8132a9cd3b75a82f09458b

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.436119Z digest=sha256:32f28217e440809ba9499d51d88e583770f1f9d0b178e3f877b48212ece53f5d

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.439949Z digest=sha256:5f172671748fdfd623e54b812dbbbb5ad8d3f46f2b1f46e4f6677f1b729d3d19

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.443844Z digest=sha256:fbd7986db6a8feea912ee022efd8605df8d8dd930a3520662f3bb92e4224a68f

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.447599Z digest=sha256:9ca001eb24f3c167c5ccf7a7d6ef4a6682a17c88ff0ca09286f6c5735fcbf472

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.451419Z digest=sha256:4c4e5ebf48aae65670871e68dbb92780777977ff4f386fd2ce62b4b1a467165a

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.455332Z digest=sha256:1a8a7477844000990b91244906d7c3295960474273da422952e5592811b986fa

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.459106Z digest=sha256:8d4e0f51fc458a6a60349e00ed34f895853da40427c2ec215f5ea58fe03ea89e

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.462878Z digest=sha256:80591c5fadcab2a48c0fbcfd5fbe91f05c478b1fb24bbf89b5008a225b0bcb81

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.467043Z digest=sha256:9c380592af48743613feed43643592b910b45517616e747748e93253bde719c1

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.471075Z digest=sha256:10e3b2d4fe0a34785a63554ef4cd89297100bdc6554dc463c35a4f8b8b06de16

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.474849Z digest=sha256:f4ccc7c0883804c4d6bba6f20e999680a69343c707931a51dfb7314a3641d2f2

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.478727Z digest=sha256:835ad80f013bbfe2ecb586bfe0517f7ceeb2eabeeca24e48bab70cd24d28e4d9

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.482655Z digest=sha256:9a62cf17a4514b97ac8ef805040fcffaaa30b1a4ebc41141f8de9de8bc952e7a

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.486590Z digest=sha256:073f7eb8848ae93fb1460e32be889eece4801965a5e878af7fae809b3dc8ae1f

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.491160Z digest=sha256:aa9995613bdf20072e10e538c4a51451de548ceb3e8ea6f5764d7f70b305a71d

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.495038Z digest=sha256:704e62afa5a9ab185bf541aa0ccb9932dbbe1a7af62b316f38f250358265fde3

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.499074Z digest=sha256:f0d72d73402b511aa4569dc5a87ff4b70267650bd5b8a2da8908f0da7116c757

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.503017Z digest=sha256:c1dd89a64926aa57df4fb79d58b6f407b11eaecfcd5e31f02ddf97d666e84cf7

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.506804Z digest=sha256:206105b706ed10febee8d3994018dda7fc772771e9fc3e972337f822089d0285

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T05:59:24.511008Z digest=sha256:60f18629f55c908185846f456c81ca1bbdc47c3744bab174fec450868ec1ea7b

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T00:31:27.329442Z digest=sha256:64c1cf65b191fe304b7d277b422158c93ed4bc7cc2ab39b654988f1cc5cd3268